top 3 generated clips per rank, ranked by the eval's own per-clip composite ·
real held-out recordings first for reference · sorted by composite gain over the prompt-only baseline
45 measurable classes
32 not measurable
all 77
improved over prompt-only baseline
38 (84 %)
6 (19 %)
44
mean composite gain
+0.132
-0.041
+0.060
median gain
+0.076
-0.037
+0.012
reached or beat the real-recording anchor
15 of 45
—
—
Page weight 17.7 MB of audio at 48 kbps mono, 1155 clips.
The headline number depends entirely on one split, so here it is up front.
For 32 of the 77 classes the real recordings themselves score under 0.1 —
the locator/classifier cannot recognise the event even when it is genuinely present. Those are almost all
mouth and breath noises: tongue clicks, lip smacks, licking, slurping, whistles, breathing, hiccups,
swallows, kissing. A gain or loss on those classes measures nothing, and they are grouped at the
bottom of this page, flagged individually.
On the 45 classes where the evaluator demonstrably works, the LoRAs improve
38 of 45 (84 %) with a mean composite gain of
+0.132, and 15 of 45 reach or beat the real-recording anchor.
Pooling all 77 dilutes that to +0.060 and is the wrong number to quote.
This also reverses what the training losses suggested. The whistle classes showed the largest
validation-loss improvement of the whole run (up to +25 %), yet they sit among the worst here — because
their anchors are 0.01–0.08. The most likely reading is that the adapters did learn to whistle and the
metric cannot see it. Those classes need to be judged by ear, from this page.
Read this before you listen, or the page will flatter the models.
Every audio cell here is a cherry-pick: vb_eval keeps only the best 4 clips of the
30 held-out prompts it generates, and this page then shows the best 3 of those 4.
So a cell showing comp 0.81 can sit under a group whose mean composite is 0.19 —
both numbers are correct, and they are answering different questions. The mean composite in each
group header is the honest measure of the LoRA; the cells tell you what the ceiling sounds like when it
works. This applies equally to the no-LoRA baseline, so the comparison between rows is at least fair.
How to read a cell.comp is the composite the eval optimises.
burst is 1 if the locator found a burst at all, id is 1 if the classifier named
it as the target class, p is the classifier probability for the target.
dur / asked is the true sounding duration against what the prompt requested, and
len scores how close those are. blend (0–10) is how organically the burst sits
in the audio; genu (0–6) is genuineness. The anchor in each header is the same
composite computed on real recordings of that class — it is the realistic ceiling, not 1.0.
Breathy Gigglebreathy_giggle
anchor composite 0.705 · baseline 0.185 · best LoRA 0.683 · gain +0.498
real recordings
0.28 s
held-out recording
0.42 s
held-out recording
0.60 s
held-out recording
no LoRA (prompt only) mean composite 0.185 over all 30 prompts — cells below are the best 3 of 30, not typical
2.64 s
comp 0.812 · burst 1 · id 1 · p 0.317
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.47 · genu 2.74 · top1 Breathy Giggle
5.52 s
comp 0.758 · burst 1 · id 1 · p 0.672
dur 0.84 s / asked 1.80 s · len 0.47
blend 7.14 · genu 2.87 · top1 Breathy Giggle
1.04 s
comp 0.715 · burst 1 · id 1 · p 0.354
dur 0.44 s / asked 0.30 s · len 0.53
blend 4.78 · genu 2.50 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.673 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.823 · burst 1 · id 1 · p 0.791
dur 0.77 s / asked 0.80 s · len 0.96
blend 4.79 · genu 3.37 · top1 Breathy Giggle
0.56 s
comp 0.816 · burst 1 · id 1 · p 0.821
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.53 · genu 3.03 · top1 Breathy Giggle
0.72 s
comp 0.816 · burst 1 · id 1 · p 0.741
dur 0.71 s / asked 0.80 s · len 0.89
blend 5.39 · genu 3.24 · top1 Breathy Giggle
rank 32 · epoch 3 mean composite 0.647 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.823 · burst 1 · id 1 · p 0.708
dur 0.53 s / asked 0.50 s · len 0.94
blend 5.50 · genu 3.00 · top1 Breathy Giggle
0.32 s
comp 0.813 · burst 1 · id 1 · p 0.246
dur 0.31 s / asked 0.50 s · len 0.62
blend 8.62 · genu 2.66 · top1 Breathy Giggle
0.96 s
comp 0.807 · burst 1 · id 1 · p 0.680
dur 0.93 s / asked 0.80 s · len 0.84
blend 5.59 · genu 3.10 · top1 Breathy Giggle
rank 64 · epoch 3 mean composite 0.683 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.816 · burst 1 · id 1 · p 0.663
dur 0.83 s / asked 0.80 s · len 0.96
blend 5.35 · genu 2.65 · top1 Breathy Giggle
0.48 s
comp 0.807 · burst 1 · id 1 · p 0.578
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.53 · genu 2.98 · top1 Breathy Giggle
0.56 s
comp 0.806 · burst 1 · id 1 · p 0.618
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.03 · genu 3.01 · top1 Breathy Giggle
Resonant Humresonant_hum
anchor composite 0.609 · baseline 0.132 · best LoRA 0.623 · gain +0.491
real recordings
2.00 s
held-out recording
2.90 s
held-out recording
4.26 s
held-out recording
no LoRA (prompt only) mean composite 0.132 over all 30 prompts — cells below are the best 3 of 30, not typical
6.96 s
comp 0.318 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.50 s · len 0.64
blend 6.68 · genu 2.26 · top1 Contented Sigh
6.48 s
comp 0.309 · burst 1 · id 0 · p 0.010
dur 0.52 s / asked 0.80 s · len 0.65
blend 5.67 · genu 2.62 · top1 Low Mumble
5.76 s
comp 0.306 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.80 s · len 0.75
blend 5.38 · genu 1.94 · top1 Ahem
rank 16 · epoch 1 mean composite 0.623 over all 30 prompts — cells below are the best 3 of 30, not typical
6.48 s
comp 0.819 · burst 1 · id 1 · p 0.249
dur 0.80 s / asked 0.80 s · len 1.00
blend 5.92 · genu 2.02 · top1 Resonant Hum
1.28 s
comp 0.814 · burst 1 · id 1 · p 0.204
dur 1.27 s / asked 1.20 s · len 0.94
blend 6.54 · genu 1.81 · top1 Resonant Hum
1.20 s
comp 0.810 · burst 1 · id 1 · p 0.465
dur 1.19 s / asked 1.20 s · len 0.99
blend 5.53 · genu 2.03 · top1 Resonant Hum
rank 32 · epoch 2 mean composite 0.613 over all 30 prompts — cells below are the best 3 of 30, not typical
1.20 s
comp 0.829 · burst 1 · id 1 · p 0.331
dur 1.19 s / asked 1.20 s · len 0.99
blend 6.62 · genu 1.91 · top1 Resonant Hum
1.20 s
comp 0.824 · burst 1 · id 1 · p 0.306
dur 1.19 s / asked 1.20 s · len 0.99
blend 5.70 · genu 2.48 · top1 Resonant Hum
1.28 s
comp 0.824 · burst 1 · id 1 · p 0.377
dur 1.27 s / asked 1.20 s · len 0.94
blend 7.06 · genu 1.78 · top1 Resonant Hum
rank 64 · epoch 6 mean composite 0.601 over all 30 prompts — cells below are the best 3 of 30, not typical
1.20 s
comp 0.831 · burst 1 · id 1 · p 0.308
dur 1.19 s / asked 1.20 s · len 0.99
blend 6.61 · genu 2.03 · top1 Resonant Hum
1.20 s
comp 0.831 · burst 1 · id 1 · p 0.396
dur 1.20 s / asked 1.20 s · len 1.00
blend 6.70 · genu 1.87 · top1 Resonant Hum
1.20 s
comp 0.825 · burst 1 · id 1 · p 0.331
dur 1.19 s / asked 1.20 s · len 0.99
blend 6.58 · genu 1.82 · top1 Resonant Hum
Childlike Gigglechildlike_giggle
anchor composite 0.645 · baseline 0.193 · best LoRA 0.640 · gain +0.447
real recordings
0.80 s
held-out recording
0.76 s
held-out recording
0.28 s
held-out recording
no LoRA (prompt only) mean composite 0.193 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.784 · burst 1 · id 1 · p 0.461
dur 0.62 s / asked 0.50 s · len 0.76
blend 7.05 · genu 1.64 · top1 Childlike Giggle
7.20 s
comp 0.326 · burst 1 · id 0 · p 0.038
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.85 · genu 2.12 · top1 Resonant Hum
2.08 s
comp 0.321 · burst 1 · id 0 · p 0.031
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.82 · genu 1.79 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.626 over all 30 prompts — cells below are the best 3 of 30, not typical
2.80 s
comp 0.784 · burst 1 · id 1 · p 0.639
dur 0.62 s / asked 0.50 s · len 0.76
blend 6.51 · genu 2.06 · top1 Childlike Giggle
0.72 s
comp 0.783 · burst 1 · id 1 · p 0.664
dur 0.71 s / asked 0.80 s · len 0.89
blend 5.00 · genu 2.21 · top1 Childlike Giggle
0.88 s
comp 0.774 · burst 1 · id 1 · p 0.842
dur 0.86 s / asked 0.80 s · len 0.93
blend 4.60 · genu 1.88 · top1 Childlike Giggle
rank 32 · epoch 2 mean composite 0.578 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.804 · burst 1 · id 1 · p 0.215
dur 0.58 s / asked 0.50 s · len 0.84
blend 5.95 · genu 2.68 · top1 Childlike Giggle
0.80 s
comp 0.798 · burst 1 · id 1 · p 0.810
dur 0.79 s / asked 0.80 s · len 0.99
blend 4.92 · genu 2.07 · top1 Childlike Giggle
1.12 s
comp 0.770 · burst 1 · id 1 · p 0.751
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.03 · genu 2.38 · top1 Childlike Giggle
rank 64 · epoch 2 mean composite 0.640 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.807 · burst 1 · id 1 · p 0.670
dur 0.78 s / asked 0.80 s · len 0.97
blend 6.21 · genu 1.50 · top1 Childlike Giggle
0.72 s
comp 0.805 · burst 1 · id 1 · p 0.742
dur 0.71 s / asked 0.80 s · len 0.89
blend 6.01 · genu 2.30 · top1 Childlike Giggle
0.56 s
comp 0.802 · burst 1 · id 1 · p 0.537
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.61 · genu 2.39 · top1 Childlike Giggle
Surprised Gaspsurprised_gasp
anchor composite 0.576 · baseline 0.195 · best LoRA 0.621 · gain +0.426
real recordings
0.30 s
held-out recording
0.58 s
held-out recording
0.60 s
held-out recording
no LoRA (prompt only) mean composite 0.195 over all 30 prompts — cells below are the best 3 of 30, not typical
6.72 s
comp 0.757 · burst 1 · id 1 · p 0.176
dur 0.20 s / asked 0.30 s · len 0.67
blend 5.87 · genu 2.27 · top1 Surprised Gasp
7.20 s
comp 0.643 · burst 1 · id 1 · p 0.161
dur 0.32 s / asked 1.80 s · len 0.18
blend 5.39 · genu 1.98 · top1 Surprised Gasp
7.20 s
comp 0.623 · burst 1 · id 1 · p 0.362
dur 0.56 s / asked 1.80 s · len 0.31
blend 3.63 · genu 1.51 · top1 Surprised Gasp
rank 16 · epoch 1 mean composite 0.584 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.778 · burst 1 · id 1 · p 0.191
dur 0.39 s / asked 0.50 s · len 0.78
blend 6.19 · genu 1.92 · top1 Surprised Gasp
0.32 s
comp 0.770 · burst 1 · id 1 · p 0.530
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.13 · genu 1.22 · top1 Surprised Gasp
0.32 s
comp 0.749 · burst 1 · id 1 · p 0.748
dur 0.29 s / asked 0.30 s · len 0.97
blend 3.92 · genu 1.08 · top1 Surprised Gasp
rank 32 · epoch 5 mean composite 0.607 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.764 · burst 1 · id 1 · p 0.676
dur 0.29 s / asked 0.30 s · len 0.97
blend 4.51 · genu 1.20 · top1 Surprised Gasp
1.20 s
comp 0.743 · burst 1 · id 1 · p 0.498
dur 1.10 s / asked 1.20 s · len 0.92
blend 3.47 · genu 1.61 · top1 Surprised Gasp
1.20 s
comp 0.742 · burst 1 · id 1 · p 0.433
dur 1.20 s / asked 1.20 s · len 1.00
blend 2.83 · genu 1.43 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.621 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.761 · burst 1 · id 1 · p 0.440
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.42 · genu 1.40 · top1 Surprised Gasp
0.80 s
comp 0.749 · burst 1 · id 1 · p 0.753
dur 0.73 s / asked 0.80 s · len 0.91
blend 4.19 · genu 1.31 · top1 Surprised Gasp
0.64 s
comp 0.729 · burst 1 · id 1 · p 0.714
dur 0.54 s / asked 0.50 s · len 0.92
blend 3.21 · genu 1.22 · top1 Surprised Gasp
Chucklechuckle
anchor composite 0.716 · baseline 0.236 · best LoRA 0.595 · gain +0.359
real recordings
0.74 s
held-out recording
0.52 s
held-out recording
0.68 s
held-out recording
no LoRA (prompt only) mean composite 0.236 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.796 · burst 1 · id 1 · p 0.351
dur 0.58 s / asked 0.50 s · len 0.84
blend 5.51 · genu 2.73 · top1 Chuckle
7.20 s
comp 0.725 · burst 1 · id 1 · p 0.475
dur 0.34 s / asked 0.50 s · len 0.68
blend 3.79 · genu 2.53 · top1 Chuckle
7.20 s
comp 0.699 · burst 1 · id 1 · p 0.605
dur 0.56 s / asked 1.20 s · len 0.47
blend 4.55 · genu 2.57 · top1 Chuckle
rank 16 · epoch 4 mean composite 0.547 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.803 · burst 1 · id 1 · p 0.503
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.80 · genu 2.59 · top1 Chuckle
0.56 s
comp 0.787 · burst 1 · id 1 · p 0.443
dur 0.56 s / asked 0.50 s · len 0.88
blend 4.07 · genu 3.19 · top1 Chuckle
0.32 s
comp 0.787 · burst 1 · id 1 · p 0.278
dur 0.31 s / asked 0.30 s · len 0.97
blend 3.66 · genu 2.81 · top1 Chuckle
rank 32 · epoch 5 mean composite 0.559 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.813 · burst 1 · id 1 · p 0.108
dur 0.32 s / asked 0.30 s · len 0.93
blend 6.11 · genu 2.15 · top1 Chuckle
0.56 s
comp 0.798 · burst 1 · id 1 · p 0.393
dur 0.53 s / asked 0.50 s · len 0.94
blend 4.06 · genu 3.16 · top1 Chuckle
1.04 s
comp 0.797 · burst 1 · id 1 · p 0.487
dur 0.80 s / asked 0.80 s · len 1.00
blend 3.75 · genu 2.86 · top1 Chuckle
rank 64 · epoch 1 mean composite 0.595 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.797 · burst 1 · id 1 · p 0.619
dur 0.53 s / asked 0.50 s · len 0.94
blend 4.14 · genu 3.06 · top1 Chuckle
0.48 s
comp 0.797 · burst 1 · id 1 · p 0.549
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.77 · genu 3.34 · top1 Chuckle
0.56 s
comp 0.797 · burst 1 · id 1 · p 0.537
dur 0.55 s / asked 0.50 s · len 0.90
blend 4.36 · genu 3.18 · top1 Chuckle
Ahemahem
anchor composite 0.319 · baseline 0.126 · best LoRA 0.461 · gain +0.334
real recordings
0.90 s
held-out recording
0.62 s
held-out recording
0.44 s
held-out recording
no LoRA (prompt only) mean composite 0.126 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.607 · burst 1 · id 1 · p 0.141
dur 0.16 s / asked 1.80 s · len 0.09
blend 4.51 · genu 1.94 · top1 Ahem
2.56 s
comp 0.326 · burst 1 · id 0 · p 0.003
dur 0.84 s / asked 0.80 s · len 0.95
blend 3.37 · genu 2.75 · top1 Chuckle
4.72 s
comp 0.324 · burst 1 · id 0 · p 0.009
dur 0.82 s / asked 1.20 s · len 0.68
blend 5.52 · genu 3.10 · top1 Breathy Giggle
rank 16 · epoch 4 mean composite 0.398 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.813 · burst 1 · id 1 · p 0.163
dur 0.31 s / asked 0.30 s · len 0.97
blend 5.84 · genu 2.12 · top1 Ahem
0.56 s
comp 0.783 · burst 1 · id 1 · p 0.183
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.31 · genu 2.34 · top1 Ahem
0.48 s
comp 0.750 · burst 1 · id 1 · p 0.145
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.89 · genu 2.17 · top1 Ahem
rank 32 · epoch 3 mean composite 0.461 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.822 · burst 1 · id 1 · p 0.273
dur 0.87 s / asked 1.20 s · len 0.72
blend 8.03 · genu 2.64 · top1 Ahem
1.28 s
comp 0.797 · burst 1 · id 1 · p 0.271
dur 0.54 s / asked 0.50 s · len 0.92
blend 6.11 · genu 1.64 · top1 Ahem
0.72 s
comp 0.754 · burst 1 · id 1 · p 0.126
dur 0.71 s / asked 0.80 s · len 0.89
blend 4.13 · genu 1.78 · top1 Ahem
rank 64 · epoch 1 mean composite 0.379 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.750 · burst 1 · id 1 · p 0.124
dur 0.40 s / asked 0.80 s · len 0.50
blend 6.90 · genu 2.47 · top1 Ahem
0.48 s
comp 0.740 · burst 1 · id 1 · p 0.136
dur 0.47 s / asked 0.30 s · len 0.43
blend 6.93 · genu 2.60 · top1 Ahem
1.52 s
comp 0.739 · burst 1 · id 1 · p 0.259
dur 1.52 s / asked 1.80 s · len 0.84
blend 3.82 · genu 1.73 · top1 Ahem
Wistful Sighwistful_sigh
anchor composite 0.485 · baseline 0.164 · best LoRA 0.496 · gain +0.332
real recordings
4.21 s
held-out recording
0.76 s
held-out recording
0.56 s
held-out recording
no LoRA (prompt only) mean composite 0.164 over all 30 prompts — cells below are the best 3 of 30, not typical
5.20 s
comp 0.660 · burst 1 · id 1 · p 0.173
dur 0.44 s / asked 0.30 s · len 0.53
blend 2.45 · genu 2.15 · top1 Wistful Sigh
3.76 s
comp 0.369 · burst 1 · id 0 · p 0.012
dur 0.56 s / asked 0.50 s · len 0.88
blend 6.34 · genu 2.64 · top1 Breathy Giggle
4.16 s
comp 0.344 · burst 1 · id 0 · p 0.014
dur 1.42 s / asked 1.80 s · len 0.79
blend 6.43 · genu 2.30 · top1 Childlike Giggle
rank 16 · epoch 3 mean composite 0.424 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.760 · burst 1 · id 1 · p 0.534
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.70 · genu 1.94 · top1 Wistful Sigh
0.56 s
comp 0.754 · burst 1 · id 1 · p 0.557
dur 0.53 s / asked 0.50 s · len 0.94
blend 3.14 · genu 2.11 · top1 Wistful Sigh
7.20 s
comp 0.726 · burst 1 · id 1 · p 0.321
dur 0.68 s / asked 0.50 s · len 0.64
blend 5.04 · genu 1.90 · top1 Wistful Sigh
rank 32 · epoch 4 mean composite 0.438 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.762 · burst 1 · id 1 · p 0.353
dur 0.55 s / asked 0.50 s · len 0.90
blend 4.11 · genu 2.00 · top1 Wistful Sigh
0.64 s
comp 0.746 · burst 1 · id 1 · p 0.341
dur 0.62 s / asked 0.80 s · len 0.78
blend 4.89 · genu 1.74 · top1 Wistful Sigh
0.48 s
comp 0.743 · burst 1 · id 1 · p 0.141
dur 0.27 s / asked 0.50 s · len 0.54
blend 6.70 · genu 2.03 · top1 Wistful Sigh
rank 64 · epoch 4 mean composite 0.496 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.786 · burst 1 · id 1 · p 0.197
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.75 · genu 2.45 · top1 Wistful Sigh
0.48 s
comp 0.767 · burst 1 · id 1 · p 0.417
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.91 · genu 2.03 · top1 Wistful Sigh
0.32 s
comp 0.747 · burst 1 · id 1 · p 0.486
dur 0.29 s / asked 0.30 s · len 0.97
blend 2.27 · genu 2.31 · top1 Wistful Sigh
Soft Humsoft_hum
anchor composite 0.527 · baseline 0.159 · best LoRA 0.467 · gain +0.308
real recordings
0.74 s
held-out recording
0.18 s
held-out recording
1.06 s
held-out recording
no LoRA (prompt only) mean composite 0.159 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.373 · burst 1 · id 0 · p 0.020
dur 0.50 s / asked 0.50 s · len 1.00
blend 5.25 · genu 2.72 · top1 Surprised Gasp
6.00 s
comp 0.372 · burst 1 · id 0 · p 0.055
dur 0.52 s / asked 0.50 s · len 0.96
blend 5.19 · genu 3.04 · top1 Low Mumble
3.68 s
comp 0.362 · burst 1 · id 0 · p 0.001
dur 0.74 s / asked 0.80 s · len 0.93
blend 6.29 · genu 2.05 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.436 over all 30 prompts — cells below are the best 3 of 30, not typical
2.56 s
comp 0.802 · burst 1 · id 1 · p 0.214
dur 0.68 s / asked 0.80 s · len 0.85
blend 6.15 · genu 2.36 · top1 Soft Hum
0.80 s
comp 0.783 · burst 1 · id 1 · p 0.187
dur 0.72 s / asked 1.20 s · len 0.60
blend 7.61 · genu 2.43 · top1 Soft Hum
1.36 s
comp 0.781 · burst 1 · id 1 · p 0.299
dur 1.30 s / asked 1.80 s · len 0.72
blend 6.72 · genu 2.07 · top1 Soft Hum
rank 32 · epoch 2 mean composite 0.412 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.790 · burst 1 · id 1 · p 0.264
dur 1.03 s / asked 0.80 s · len 0.71
blend 7.44 · genu 1.94 · top1 Soft Hum
2.48 s
comp 0.754 · burst 1 · id 1 · p 0.284
dur 1.23 s / asked 2.50 s · len 0.49
blend 6.91 · genu 2.71 · top1 Soft Hum
1.12 s
comp 0.753 · burst 1 · id 1 · p 0.312
dur 1.10 s / asked 1.80 s · len 0.61
blend 6.25 · genu 2.22 · top1 Soft Hum
rank 64 · epoch 3 mean composite 0.467 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.814 · burst 1 · id 1 · p 0.222
dur 0.95 s / asked 0.80 s · len 0.81
blend 7.16 · genu 2.34 · top1 Soft Hum
0.64 s
comp 0.802 · burst 1 · id 1 · p 0.218
dur 0.64 s / asked 0.80 s · len 0.80
blend 6.91 · genu 2.17 · top1 Soft Hum
0.80 s
comp 0.795 · burst 1 · id 1 · p 0.253
dur 0.79 s / asked 1.20 s · len 0.66
blend 7.57 · genu 2.50 · top1 Soft Hum
Yawnyawn
anchor composite 0.338 · baseline 0.164 · best LoRA 0.468 · gain +0.304
real recordings
0.46 s
held-out recording
5.48 s
held-out recording
0.64 s
held-out recording
no LoRA (prompt only) mean composite 0.164 over all 30 prompts — cells below are the best 3 of 30, not typical
3.20 s
comp 0.344 · burst 0 · id 0 · p 0.006
dur 0.26 s / asked 0.30 s · len 0.87
blend 6.54 · genu 1.57 · top1 no_burst
3.04 s
comp 0.310 · burst 1 · id 0 · p 0.006
dur 0.52 s / asked 0.80 s · len 0.65
blend 6.14 · genu 2.29 · top1 Contented Sigh
4.48 s
comp 0.289 · burst 0 · id 0 · p 0.006
dur 0.18 s / asked 0.30 s · len 0.60
blend 5.94 · genu 2.00 · top1 no_burst
rank 16 · epoch 2 mean composite 0.432 over all 30 prompts — cells below are the best 3 of 30, not typical
1.28 s
comp 0.797 · burst 1 · id 1 · p 0.266
dur 1.22 s / asked 1.20 s · len 0.98
blend 5.54 · genu 1.60 · top1 Yawn
1.04 s
comp 0.779 · burst 1 · id 1 · p 0.254
dur 1.00 s / asked 1.20 s · len 0.83
blend 6.40 · genu 1.37 · top1 Yawn
2.16 s
comp 0.754 · burst 1 · id 1 · p 0.346
dur 0.88 s / asked 0.80 s · len 0.90
blend 4.34 · genu 1.47 · top1 Yawn
rank 32 · epoch 2 mean composite 0.464 over all 30 prompts — cells below are the best 3 of 30, not typical
1.28 s
comp 0.757 · burst 1 · id 1 · p 0.286
dur 1.28 s / asked 1.20 s · len 0.93
blend 4.12 · genu 1.54 · top1 Yawn
2.40 s
comp 0.749 · burst 1 · id 1 · p 0.311
dur 2.10 s / asked 2.50 s · len 0.84
blend 4.73 · genu 1.44 · top1 Yawn
1.12 s
comp 0.733 · burst 1 · id 1 · p 0.450
dur 1.07 s / asked 1.20 s · len 0.89
blend 3.42 · genu 1.45 · top1 Yawn
rank 64 · epoch 1 mean composite 0.468 over all 30 prompts — cells below are the best 3 of 30, not typical
1.28 s
comp 0.783 · burst 1 · id 1 · p 0.264
dur 1.23 s / asked 1.20 s · len 0.97
blend 5.29 · genu 1.28 · top1 Yawn
1.20 s
comp 0.779 · burst 1 · id 1 · p 0.364
dur 1.19 s / asked 1.20 s · len 0.99
blend 4.68 · genu 1.50 · top1 Yawn
1.20 s
comp 0.763 · burst 1 · id 1 · p 0.417
dur 1.19 s / asked 1.20 s · len 0.99
blend 4.06 · genu 1.32 · top1 Yawn
Low Mumblelow_mumble
anchor composite 0.269 · baseline 0.142 · best LoRA 0.426 · gain +0.284
real recordings
4.35 s
held-out recording
4.24 s
held-out recording
4.76 s
held-out recording
no LoRA (prompt only) mean composite 0.142 over all 30 prompts — cells below are the best 3 of 30, not typical
3.76 s
comp 0.622 · burst 1 · id 1 · p 0.126
dur 0.28 s / asked 2.50 s · len 0.11
blend 5.49 · genu 1.61 · top1 Low Mumble
1.12 s
comp 0.372 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.50 s · len 0.96
blend 6.54 · genu 1.99 · top1 Contented Sigh
6.88 s
comp 0.339 · burst 1 · id 0 · p 0.005
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.95 · genu 2.40 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.426 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.811 · burst 1 · id 1 · p 0.225
dur 0.79 s / asked 0.80 s · len 0.99
blend 5.60 · genu 2.07 · top1 Low Mumble
0.48 s
comp 0.776 · burst 1 · id 1 · p 0.218
dur 0.48 s / asked 0.50 s · len 0.96
blend 3.23 · genu 2.78 · top1 Low Mumble
1.60 s
comp 0.772 · burst 1 · id 1 · p 0.160
dur 0.43 s / asked 0.50 s · len 0.86
blend 4.37 · genu 2.52 · top1 Low Mumble
rank 32 · epoch 1 mean composite 0.303 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.736 · burst 1 · id 1 · p 0.211
dur 0.39 s / asked 0.30 s · len 0.70
blend 4.22 · genu 2.47 · top1 Low Mumble
0.40 s
comp 0.731 · burst 1 · id 1 · p 0.315
dur 0.30 s / asked 0.50 s · len 0.60
blend 4.95 · genu 2.49 · top1 Low Mumble
0.56 s
comp 0.663 · burst 1 · id 1 · p 0.353
dur 0.56 s / asked 1.20 s · len 0.47
blend 3.33 · genu 2.12 · top1 Low Mumble
rank 64 · epoch 3 mean composite 0.388 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.766 · burst 1 · id 1 · p 0.371
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.56 · genu 2.27 · top1 Low Mumble
2.56 s
comp 0.751 · burst 1 · id 1 · p 0.564
dur 0.66 s / asked 0.80 s · len 0.82
blend 4.70 · genu 1.67 · top1 Low Mumble
6.24 s
comp 0.735 · burst 1 · id 1 · p 0.242
dur 1.12 s / asked 0.80 s · len 0.60
blend 5.31 · genu 2.36 · top1 Low Mumble
Exhausted Groanexhausted_groan
anchor composite 0.560 · baseline 0.224 · best LoRA 0.489 · gain +0.265
real recordings
2.14 s
held-out recording
1.06 s
held-out recording
0.96 s
held-out recording
no LoRA (prompt only) mean composite 0.224 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.731 · burst 1 · id 1 · p 0.124
dur 0.36 s / asked 0.50 s · len 0.72
blend 4.63 · genu 1.78 · top1 Exhausted Groan
6.96 s
comp 0.374 · burst 1 · id 0 · p 0.004
dur 0.42 s / asked 0.50 s · len 0.84
blend 6.73 · genu 2.87 · top1 Breathy Giggle
7.20 s
comp 0.371 · burst 1 · id 0 · p 0.031
dur 0.30 s / asked 0.30 s · len 1.00
blend 6.10 · genu 1.96 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.419 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.807 · burst 1 · id 1 · p 0.218
dur 0.53 s / asked 0.50 s · len 0.94
blend 6.34 · genu 1.69 · top1 Exhausted Groan
0.80 s
comp 0.794 · burst 1 · id 1 · p 0.312
dur 0.77 s / asked 0.80 s · len 0.96
blend 6.08 · genu 1.20 · top1 Exhausted Groan
0.80 s
comp 0.785 · burst 1 · id 1 · p 0.274
dur 0.72 s / asked 0.80 s · len 0.90
blend 6.23 · genu 1.23 · top1 Exhausted Groan
rank 32 · epoch 5 mean composite 0.452 over all 30 prompts — cells below are the best 3 of 30, not typical
2.48 s
comp 0.838 · burst 1 · id 1 · p 0.271
dur 2.48 s / asked 2.50 s · len 0.99
blend 6.99 · genu 2.00 · top1 Exhausted Groan
2.48 s
comp 0.813 · burst 1 · id 1 · p 0.469
dur 2.40 s / asked 2.50 s · len 0.96
blend 5.74 · genu 2.26 · top1 Exhausted Groan
1.20 s
comp 0.802 · burst 1 · id 1 · p 0.447
dur 1.14 s / asked 1.20 s · len 0.95
blend 5.95 · genu 1.73 · top1 Exhausted Groan
rank 64 · epoch 4 mean composite 0.489 over all 30 prompts — cells below are the best 3 of 30, not typical
1.20 s
comp 0.827 · burst 1 · id 1 · p 0.227
dur 1.19 s / asked 1.20 s · len 0.99
blend 6.86 · genu 1.64 · top1 Exhausted Groan
1.68 s
comp 0.824 · burst 1 · id 1 · p 0.321
dur 1.66 s / asked 1.80 s · len 0.92
blend 7.12 · genu 1.88 · top1 Exhausted Groan
0.88 s
comp 0.806 · burst 1 · id 1 · p 0.304
dur 0.84 s / asked 0.80 s · len 0.95
blend 5.73 · genu 2.04 · top1 Exhausted Groan
Contented Sighcontented_sigh
anchor composite 0.463 · baseline 0.218 · best LoRA 0.482 · gain +0.264
real recordings
0.44 s
held-out recording
1.12 s
held-out recording
0.74 s
held-out recording
no LoRA (prompt only) mean composite 0.218 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.794 · burst 1 · id 1 · p 0.199
dur 0.36 s / asked 0.30 s · len 0.80
blend 6.26 · genu 2.36 · top1 Contented Sigh
4.48 s
comp 0.775 · burst 1 · id 1 · p 0.164
dur 0.22 s / asked 0.30 s · len 0.73
blend 6.26 · genu 2.15 · top1 Contented Sigh
7.20 s
comp 0.704 · burst 1 · id 1 · p 0.297
dur 0.36 s / asked 0.50 s · len 0.72
blend 3.24 · genu 1.81 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.482 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.768 · burst 1 · id 1 · p 0.513
dur 0.57 s / asked 0.50 s · len 0.86
blend 5.07 · genu 1.78 · top1 Contented Sigh
0.32 s
comp 0.749 · burst 1 · id 1 · p 0.502
dur 0.27 s / asked 0.30 s · len 0.90
blend 4.04 · genu 1.54 · top1 Contented Sigh
0.72 s
comp 0.731 · burst 1 · id 1 · p 0.589
dur 0.69 s / asked 0.80 s · len 0.86
blend 3.39 · genu 1.62 · top1 Contented Sigh
rank 32 · epoch 3 mean composite 0.424 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.769 · burst 1 · id 1 · p 0.741
dur 0.50 s / asked 0.50 s · len 1.00
blend 4.22 · genu 1.38 · top1 Contented Sigh
0.80 s
comp 0.754 · burst 1 · id 1 · p 0.573
dur 0.79 s / asked 0.80 s · len 0.99
blend 2.97 · genu 1.89 · top1 Contented Sigh
1.76 s
comp 0.748 · burst 1 · id 1 · p 0.563
dur 1.44 s / asked 1.80 s · len 0.80
blend 4.91 · genu 1.60 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.391 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.809 · burst 1 · id 1 · p 0.469
dur 0.48 s / asked 0.50 s · len 0.96
blend 5.74 · genu 2.08 · top1 Contented Sigh
0.88 s
comp 0.744 · burst 1 · id 1 · p 0.745
dur 0.83 s / asked 0.80 s · len 0.96
blend 3.02 · genu 1.66 · top1 Contented Sigh
0.80 s
comp 0.732 · burst 1 · id 1 · p 0.541
dur 0.72 s / asked 0.80 s · len 0.90
blend 2.89 · genu 1.75 · top1 Contented Sigh
Guffawguffaw
anchor composite 0.307 · baseline 0.168 · best LoRA 0.355 · gain +0.187
real recordings
0.36 s
held-out recording
0.60 s
held-out recording
0.88 s
held-out recording
no LoRA (prompt only) mean composite 0.168 over all 30 prompts — cells below are the best 3 of 30, not typical
6.64 s
comp 0.352 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.50 s · len 0.84
blend 5.64 · genu 2.87 · top1 Breathy Giggle
4.48 s
comp 0.341 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 5.81 · genu 2.06 · top1 Contented Sigh
7.20 s
comp 0.325 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.30 · genu 2.52 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.313 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.696 · burst 1 · id 1 · p 0.526
dur 0.87 s / asked 0.80 s · len 0.91
blend 1.57 · genu 1.27 · top1 Guffaw
1.52 s
comp 0.672 · burst 1 · id 1 · p 0.362
dur 1.24 s / asked 1.80 s · len 0.69
blend 2.34 · genu 1.49 · top1 Guffaw
1.28 s
comp 0.638 · burst 1 · id 1 · p 0.624
dur 1.12 s / asked 1.80 s · len 0.62
blend 1.87 · genu 1.04 · top1 Guffaw
rank 32 · epoch 1 mean composite 0.241 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.692 · burst 1 · id 1 · p 0.544
dur 0.94 s / asked 0.80 s · len 0.82
blend 1.87 · genu 1.58 · top1 Guffaw
1.44 s
comp 0.617 · burst 1 · id 1 · p 0.445
dur 0.88 s / asked 1.80 s · len 0.49
blend 2.28 · genu 0.93 · top1 Guffaw
1.52 s
comp 0.600 · burst 1 · id 1 · p 0.505
dur 0.74 s / asked 1.80 s · len 0.41
blend 2.01 · genu 1.09 · top1 Guffaw
rank 64 · epoch 2 mean composite 0.355 over all 30 prompts — cells below are the best 3 of 30, not typical
1.28 s
comp 0.727 · burst 1 · id 1 · p 0.521
dur 1.27 s / asked 1.20 s · len 0.94
blend 2.64 · genu 1.43 · top1 Guffaw
1.28 s
comp 0.687 · burst 1 · id 1 · p 0.565
dur 1.27 s / asked 1.20 s · len 0.94
blend 0.88 · genu 1.25 · top1 Guffaw
1.76 s
comp 0.682 · burst 1 · id 1 · p 0.444
dur 1.61 s / asked 1.20 s · len 0.66
blend 2.01 · genu 2.41 · top1 Guffaw
Screamscream
anchor composite 0.405 · baseline 0.176 · best LoRA 0.313 · gain +0.137
real recordings
0.66 s
held-out recording
1.02 s
held-out recording
0.48 s
held-out recording
no LoRA (prompt only) mean composite 0.176 over all 30 prompts — cells below are the best 3 of 30, not typical
1.28 s
comp 0.367 · burst 1 · id 0 · p 0.001
dur 0.78 s / asked 0.80 s · len 0.97
blend 5.92 · genu 2.15 · top1 Contented Sigh
7.20 s
comp 0.347 · burst 1 · id 0 · p 0.000
dur 0.70 s / asked 0.80 s · len 0.88
blend 4.68 · genu 3.14 · top1 Breathy Giggle
7.20 s
comp 0.345 · burst 1 · id 0 · p 0.001
dur 0.42 s / asked 0.50 s · len 0.84
blend 6.00 · genu 2.29 · top1 Contented Sigh
rank 16 · epoch 5 mean composite 0.202 over all 30 prompts — cells below are the best 3 of 30, not typical
1.52 s
comp 0.701 · burst 1 · id 1 · p 0.306
dur 1.43 s / asked 1.80 s · len 0.79
blend 2.95 · genu 1.34 · top1 Scream
0.88 s
comp 0.693 · burst 1 · id 1 · p 0.548
dur 0.71 s / asked 0.80 s · len 0.89
blend 2.16 · genu 0.89 · top1 Scream
6.48 s
comp 0.684 · burst 1 · id 1 · p 0.363
dur 0.93 s / asked 1.80 s · len 0.52
blend 4.54 · genu 1.60 · top1 Scream
rank 32 · epoch 5 mean composite 0.313 over all 30 prompts — cells below are the best 3 of 30, not typical
1.68 s
comp 0.776 · burst 1 · id 1 · p 0.156
dur 1.63 s / asked 1.80 s · len 0.91
blend 5.13 · genu 1.69 · top1 Scream
0.88 s
comp 0.717 · burst 1 · id 1 · p 0.449
dur 0.87 s / asked 0.80 s · len 0.91
blend 2.81 · genu 1.14 · top1 Scream
1.28 s
comp 0.717 · burst 1 · id 1 · p 0.402
dur 0.95 s / asked 0.80 s · len 0.81
blend 3.60 · genu 1.30 · top1 Scream
rank 64 · epoch 4 mean composite 0.254 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.738 · burst 1 · id 1 · p 0.412
dur 0.77 s / asked 0.80 s · len 0.96
blend 3.23 · genu 1.22 · top1 Scream
0.88 s
comp 0.705 · burst 1 · id 1 · p 0.601
dur 0.83 s / asked 0.80 s · len 0.96
blend 1.92 · genu 0.96 · top1 Scream
2.08 s
comp 0.680 · burst 1 · id 1 · p 0.263
dur 0.59 s / asked 0.80 s · len 0.74
blend 2.88 · genu 1.01 · top1 Scream
Sharp Inhalesharp_inhale
anchor composite 0.279 · baseline 0.150 · best LoRA 0.283 · gain +0.133
real recordings
0.30 s
held-out recording
0.50 s
held-out recording
0.32 s
held-out recording
no LoRA (prompt only) mean composite 0.150 over all 30 prompts — cells below are the best 3 of 30, not typical
3.84 s
comp 0.364 · burst 1 · id 0 · p 0.026
dur 0.34 s / asked 0.30 s · len 0.87
blend 5.95 · genu 2.89 · top1 Wistful Sigh
2.40 s
comp 0.332 · burst 1 · id 0 · p 0.043
dur 0.36 s / asked 0.50 s · len 0.72
blend 6.44 · genu 2.38 · top1 Breathy Giggle
7.20 s
comp 0.332 · burst 1 · id 0 · p 0.116
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.43 · genu 2.25 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.231 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.795 · burst 1 · id 1 · p 0.211
dur 0.39 s / asked 0.30 s · len 0.70
blend 7.36 · genu 2.30 · top1 Sharp Inhale
0.64 s
comp 0.725 · burst 1 · id 1 · p 0.315
dur 0.61 s / asked 1.80 s · len 0.34
blend 7.45 · genu 2.32 · top1 Sharp Inhale
0.56 s
comp 0.379 · burst 1 · id 0 · p 0.085
dur 0.54 s / asked 0.50 s · len 0.92
blend 6.99 · genu 2.19 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.283 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.852 · burst 1 · id 1 · p 0.148
dur 0.30 s / asked 0.30 s · len 1.00
blend 7.25 · genu 2.28 · top1 Sharp Inhale
0.40 s
comp 0.798 · burst 1 · id 1 · p 0.186
dur 0.37 s / asked 0.50 s · len 0.74
blend 7.07 · genu 2.33 · top1 Sharp Inhale
0.32 s
comp 0.717 · burst 1 · id 1 · p 0.153
dur 0.29 s / asked 0.80 s · len 0.36
blend 6.98 · genu 2.21 · top1 Sharp Inhale
rank 64 · epoch 2 mean composite 0.238 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.804 · burst 1 · id 1 · p 0.217
dur 0.37 s / asked 0.30 s · len 0.77
blend 7.18 · genu 2.28 · top1 Sharp Inhale
0.32 s
comp 0.773 · burst 1 · id 1 · p 0.161
dur 0.27 s / asked 0.50 s · len 0.54
blend 8.20 · genu 2.03 · top1 Sharp Inhale
0.32 s
comp 0.770 · burst 1 · id 1 · p 0.194
dur 0.31 s / asked 0.50 s · len 0.62
blend 6.99 · genu 2.26 · top1 Sharp Inhale
Humminghumming
anchor composite 0.353 · baseline 0.162 · best LoRA 0.276 · gain +0.114
real recordings
1.42 s
held-out recording
0.90 s
held-out recording
1.78 s
held-out recording
no LoRA (prompt only) mean composite 0.162 over all 30 prompts — cells below are the best 3 of 30, not typical
4.48 s
comp 0.323 · burst 1 · id 0 · p 0.003
dur 0.80 s / asked 0.80 s · len 1.00
blend 3.60 · genu 2.03 · top1 Wistful Sigh
7.20 s
comp 0.306 · burst 1 · id 0 · p 0.005
dur 1.08 s / asked 0.80 s · len 0.65
blend 6.66 · genu 1.70 · top1 Wistful Sigh
7.20 s
comp 0.291 · burst 1 · id 0 · p 0.000
dur 0.74 s / asked 1.20 s · len 0.62
blend 5.78 · genu 2.08 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.258 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.385 · burst 1 · id 0 · p 0.017
dur 0.79 s / asked 0.80 s · len 0.99
blend 7.20 · genu 1.76 · top1 Soft Hum
1.36 s
comp 0.361 · burst 1 · id 0 · p 0.032
dur 1.35 s / asked 1.20 s · len 0.88
blend 6.96 · genu 1.87 · top1 Soft Hum
6.32 s
comp 0.354 · burst 1 · id 0 · p 0.009
dur 0.74 s / asked 0.80 s · len 0.93
blend 6.11 · genu 1.88 · top1 Resonant Hum
rank 32 · epoch 1 mean composite 0.272 over all 30 prompts — cells below are the best 3 of 30, not typical
1.12 s
comp 0.373 · burst 1 · id 0 · p 0.024
dur 1.11 s / asked 1.20 s · len 0.93
blend 7.37 · genu 1.62 · top1 Soft Hum
0.56 s
comp 0.368 · burst 1 · id 0 · p 0.006
dur 0.55 s / asked 0.50 s · len 0.90
blend 6.80 · genu 2.09 · top1 Resonant Hum
0.72 s
comp 0.367 · burst 1 · id 0 · p 0.005
dur 0.72 s / asked 0.80 s · len 0.90
blend 7.20 · genu 1.70 · top1 Resonant Hum
rank 64 · epoch 3 mean composite 0.276 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.378 · burst 1 · id 0 · p 0.006
dur 0.83 s / asked 0.80 s · len 0.96
blend 6.78 · genu 2.01 · top1 Resonant Hum
0.80 s
comp 0.376 · burst 1 · id 0 · p 0.010
dur 0.79 s / asked 0.80 s · len 0.99
blend 5.94 · genu 2.37 · top1 Soft Hum
0.56 s
comp 0.349 · burst 1 · id 0 · p 0.006
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.43 · genu 2.43 · top1 Resonant Hum
Convulsive Sobconvulsive_sob
anchor composite 0.272 · baseline 0.093 · best LoRA 0.201 · gain +0.108
real recordings
0.68 s
held-out recording
0.52 s
held-out recording
0.62 s
held-out recording
no LoRA (prompt only) mean composite 0.093 over all 30 prompts — cells below are the best 3 of 30, not typical
4.48 s
comp 0.357 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.88 · genu 2.09 · top1 Contented Sigh
1.44 s
comp 0.323 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.80 s · len 0.68
blend 6.74 · genu 2.12 · top1 Sharp Inhale
7.20 s
comp 0.289 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.80 s · len 0.53
blend 5.86 · genu 2.68 · top1 Breathy Giggle
rank 16 · epoch 3 mean composite 0.195 over all 30 prompts — cells below are the best 3 of 30, not typical
0.24 s
comp 0.314 · burst 1 · id 0 · p 0.000
dur 0.23 s / asked 0.30 s · len 0.77
blend 5.76 · genu 1.83 · top1 Ahem
0.64 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.61 s / asked 0.80 s · len 0.76
blend 5.53 · genu 1.85 · top1 Childlike Giggle
0.88 s
comp 0.278 · burst 1 · id 0 · p 0.005
dur 0.81 s / asked 0.80 s · len 0.99
blend 2.44 · genu 1.28 · top1 Surprised Gasp
rank 32 · epoch 1 mean composite 0.201 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.336 · burst 1 · id 0 · p 0.000
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.88 · genu 1.54 · top1 Sharp Inhale
0.32 s
comp 0.335 · burst 1 · id 0 · p 0.000
dur 0.31 s / asked 0.30 s · len 0.97
blend 5.29 · genu 1.44 · top1 Childlike Giggle
0.40 s
comp 0.328 · burst 1 · id 0 · p 0.000
dur 0.37 s / asked 0.30 s · len 0.77
blend 6.52 · genu 1.77 · top1 Surprised Gasp
rank 64 · epoch 3 mean composite 0.182 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 4.75 · genu 1.20 · top1 Surprised Gasp
0.32 s
comp 0.295 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.50 s · len 0.64
blend 5.93 · genu 1.93 · top1 Childlike Giggle
0.48 s
comp 0.292 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 3.37 · genu 1.32 · top1 Surprised Gasp
Nervous Gigglenervous_giggle
anchor composite 0.335 · baseline 0.159 · best LoRA 0.263 · gain +0.104
real recordings
0.54 s
held-out recording
0.52 s
held-out recording
1.06 s
held-out recording
no LoRA (prompt only) mean composite 0.159 over all 30 prompts — cells below are the best 3 of 30, not typical
2.48 s
comp 0.355 · burst 1 · id 0 · p 0.000
dur 0.58 s / asked 0.50 s · len 0.84
blend 5.71 · genu 2.91 · top1 Breathy Giggle
4.40 s
comp 0.341 · burst 1 · id 0 · p 0.000
dur 0.58 s / asked 0.80 s · len 0.72
blend 6.18 · genu 2.88 · top1 Breathy Giggle
1.28 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.80 s · len 0.60
blend 5.97 · genu 2.89 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.252 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.373 · burst 1 · id 0 · p 0.001
dur 0.88 s / asked 0.80 s · len 0.90
blend 5.90 · genu 3.01 · top1 Breathy Giggle
0.80 s
comp 0.361 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.50 s · len 0.96
blend 5.46 · genu 2.41 · top1 Childlike Giggle
0.48 s
comp 0.331 · burst 1 · id 0 · p 0.000
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.92 · genu 2.58 · top1 Childlike Giggle
rank 32 · epoch 2 mean composite 0.263 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.376 · burst 1 · id 0 · p 0.002
dur 0.78 s / asked 0.80 s · len 0.97
blend 5.65 · genu 2.72 · top1 Breathy Giggle
0.64 s
comp 0.367 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.50 s · len 0.96
blend 5.75 · genu 2.40 · top1 Breathy Giggle
0.48 s
comp 0.363 · burst 1 · id 0 · p 0.000
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.99 · genu 3.00 · top1 Childlike Giggle
rank 64 · epoch 1 mean composite 0.251 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.358 · burst 1 · id 0 · p 0.001
dur 0.90 s / asked 0.80 s · len 0.88
blend 5.60 · genu 2.83 · top1 Childlike Giggle
0.64 s
comp 0.350 · burst 1 · id 0 · p 0.000
dur 0.61 s / asked 0.80 s · len 0.76
blend 6.31 · genu 2.87 · top1 Breathy Giggle
0.48 s
comp 0.331 · burst 1 · id 0 · p 0.001
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.06 · genu 2.46 · top1 Childlike Giggle
Snickersnicker
anchor composite 0.334 · baseline 0.169 · best LoRA 0.272 · gain +0.103
real recordings
0.18 s
held-out recording
0.84 s
held-out recording
1.02 s
held-out recording
no LoRA (prompt only) mean composite 0.169 over all 30 prompts — cells below are the best 3 of 30, not typical
3.04 s
comp 0.370 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.97 · genu 3.15 · top1 Breathy Giggle
3.68 s
comp 0.354 · burst 1 · id 0 · p 0.002
dur 0.68 s / asked 0.80 s · len 0.85
blend 5.56 · genu 2.90 · top1 Breathy Giggle
3.92 s
comp 0.352 · burst 1 · id 0 · p 0.001
dur 0.40 s / asked 0.50 s · len 0.80
blend 6.67 · genu 2.35 · top1 Ahem
rank 16 · epoch 2 mean composite 0.255 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.371 · burst 1 · id 0 · p 0.002
dur 0.47 s / asked 0.50 s · len 0.94
blend 5.57 · genu 2.85 · top1 Breathy Giggle
0.80 s
comp 0.363 · burst 1 · id 0 · p 0.002
dur 0.79 s / asked 0.80 s · len 0.99
blend 4.33 · genu 3.17 · top1 Breathy Giggle
1.04 s
comp 0.356 · burst 1 · id 0 · p 0.002
dur 1.03 s / asked 1.20 s · len 0.86
blend 5.18 · genu 3.24 · top1 Breathy Giggle
rank 32 · epoch 3 mean composite 0.267 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.385 · burst 1 · id 0 · p 0.003
dur 0.79 s / asked 0.80 s · len 0.99
blend 5.44 · genu 3.15 · top1 Breathy Giggle
0.48 s
comp 0.373 · burst 1 · id 0 · p 0.002
dur 0.47 s / asked 0.50 s · len 0.94
blend 5.61 · genu 2.93 · top1 Breathy Giggle
0.64 s
comp 0.361 · burst 1 · id 0 · p 0.001
dur 0.52 s / asked 0.50 s · len 0.96
blend 5.03 · genu 2.73 · top1 Breathy Giggle
rank 64 · epoch 3 mean composite 0.272 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.389 · burst 1 · id 0 · p 0.002
dur 0.47 s / asked 0.50 s · len 0.94
blend 6.38 · genu 2.95 · top1 Breathy Giggle
0.88 s
comp 0.373 · burst 1 · id 0 · p 0.001
dur 0.86 s / asked 0.80 s · len 0.93
blend 5.35 · genu 3.25 · top1 Breathy Giggle
0.80 s
comp 0.362 · burst 1 · id 0 · p 0.001
dur 0.80 s / asked 0.80 s · len 1.00
blend 4.20 · genu 3.14 · top1 Breathy Giggle
Trembling Whimpertrembling_whimper
anchor composite 0.268 · baseline 0.146 · best LoRA 0.244 · gain +0.097
real recordings
0.70 s
held-out recording
0.88 s
held-out recording
0.76 s
held-out recording
no LoRA (prompt only) mean composite 0.146 over all 30 prompts — cells below are the best 3 of 30, not typical
4.72 s
comp 0.360 · burst 1 · id 0 · p 0.002
dur 0.34 s / asked 0.30 s · len 0.87
blend 6.42 · genu 2.32 · top1 Contented Sigh
7.20 s
comp 0.333 · burst 1 · id 0 · p 0.001
dur 0.44 s / asked 0.50 s · len 0.88
blend 5.04 · genu 2.24 · top1 Breathy Giggle
7.20 s
comp 0.324 · burst 1 · id 0 · p 0.001
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.30 · genu 2.47 · top1 Wistful Sigh
rank 16 · epoch 2 mean composite 0.244 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.789 · burst 1 · id 1 · p 0.140
dur 0.45 s / asked 0.50 s · len 0.90
blend 5.65 · genu 1.83 · top1 Trembling Whimper
0.96 s
comp 0.624 · burst 1 · id 1 · p 0.186
dur 0.82 s / asked 2.50 s · len 0.33
blend 3.66 · genu 1.41 · top1 Trembling Whimper
0.72 s
comp 0.622 · burst 1 · id 1 · p 0.236
dur 0.57 s / asked 1.80 s · len 0.32
blend 3.73 · genu 1.37 · top1 Trembling Whimper
rank 32 · epoch 1 mean composite 0.231 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.732 · burst 1 · id 1 · p 0.141
dur 0.62 s / asked 0.80 s · len 0.78
blend 4.47 · genu 1.49 · top1 Trembling Whimper
1.44 s
comp 0.694 · burst 1 · id 1 · p 0.556
dur 1.12 s / asked 2.50 s · len 0.45
blend 5.23 · genu 1.97 · top1 Trembling Whimper
0.80 s
comp 0.693 · burst 1 · id 1 · p 0.173
dur 0.66 s / asked 0.50 s · len 0.68
blend 3.66 · genu 1.36 · top1 Trembling Whimper
rank 64 · epoch 1 mean composite 0.212 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.568 · burst 1 · id 1 · p 0.386
dur 1.43 s / asked 0.50 s · len 0.00
blend 3.82 · genu 1.65 · top1 Trembling Whimper
4.24 s
comp 0.317 · burst 1 · id 0 · p 0.031
dur 0.54 s / asked 0.50 s · len 0.92
blend 4.33 · genu 1.84 · top1 Wistful Sigh
1.44 s
comp 0.296 · burst 1 · id 0 · p 0.094
dur 1.35 s / asked 1.20 s · len 0.88
blend 4.25 · genu 1.45 · top1 Yawn
Clears Throatclears_throat
anchor composite 0.306 · baseline 0.134 · best LoRA 0.223 · gain +0.090
real recordings
0.58 s
held-out recording
0.58 s
held-out recording
0.72 s
held-out recording
no LoRA (prompt only) mean composite 0.134 over all 30 prompts — cells below are the best 3 of 30, not typical
2.56 s
comp 0.365 · burst 1 · id 0 · p 0.002
dur 0.68 s / asked 0.80 s · len 0.85
blend 5.82 · genu 3.16 · top1 Breathy Giggle
2.00 s
comp 0.332 · burst 1 · id 0 · p 0.005
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.02 · genu 2.60 · top1 Wistful Sigh
1.84 s
comp 0.320 · burst 1 · id 0 · p 0.008
dur 0.34 s / asked 0.50 s · len 0.68
blend 6.47 · genu 2.18 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.213 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.312 · burst 1 · id 0 · p 0.064
dur 0.94 s / asked 0.80 s · len 0.82
blend 5.11 · genu 1.81 · top1 Ahem
0.64 s
comp 0.305 · burst 1 · id 0 · p 0.034
dur 0.62 s / asked 0.80 s · len 0.78
blend 5.48 · genu 1.62 · top1 Ahem
0.56 s
comp 0.293 · burst 1 · id 0 · p 0.015
dur 0.55 s / asked 0.80 s · len 0.69
blend 5.87 · genu 1.53 · top1 Low Mumble
rank 32 · epoch 3 mean composite 0.223 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.333 · burst 1 · id 0 · p 0.021
dur 0.67 s / asked 0.80 s · len 0.84
blend 5.94 · genu 1.85 · top1 Ahem
0.64 s
comp 0.316 · burst 1 · id 0 · p 0.033
dur 0.58 s / asked 0.50 s · len 0.84
blend 5.31 · genu 1.68 · top1 Ahem
0.40 s
comp 0.302 · burst 1 · id 0 · p 0.015
dur 0.39 s / asked 0.50 s · len 0.78
blend 5.72 · genu 1.27 · top1 Ahem
rank 64 · epoch 3 mean composite 0.215 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.359 · burst 1 · id 0 · p 0.012
dur 0.63 s / asked 0.80 s · len 0.79
blend 7.06 · genu 2.40 · top1 Resonant Hum
0.48 s
comp 0.339 · burst 1 · id 0 · p 0.029
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.85 · genu 2.18 · top1 Ahem
0.56 s
comp 0.323 · burst 1 · id 0 · p 0.019
dur 0.52 s / asked 0.50 s · len 0.96
blend 4.59 · genu 1.56 · top1 Ahem
Pantingpanting
anchor composite 0.190 · baseline 0.147 · best LoRA 0.225 · gain +0.079
real recordings
0.42 s
held-out recording
0.42 s
held-out recording
7.21 s
held-out recording
no LoRA (prompt only) mean composite 0.147 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.383 · burst 1 · id 0 · p 0.003
dur 0.30 s / asked 0.30 s · len 1.00
blend 6.84 · genu 1.84 · top1 Contented Sigh
1.28 s
comp 0.345 · burst 1 · id 0 · p 0.000
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.52 · genu 2.97 · top1 Breathy Giggle
2.16 s
comp 0.309 · burst 1 · id 0 · p 0.002
dur 0.20 s / asked 0.30 s · len 0.67
blend 6.49 · genu 1.83 · top1 Ahem
rank 16 · epoch 2 mean composite 0.225 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.368 · burst 1 · id 0 · p 0.019
dur 0.51 s / asked 0.50 s · len 0.98
blend 5.86 · genu 2.19 · top1 Sharp Inhale
0.32 s
comp 0.341 · burst 1 · id 0 · p 0.002
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.32 · genu 1.93 · top1 Contented Sigh
0.56 s
comp 0.339 · burst 1 · id 0 · p 0.003
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.80 · genu 1.73 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.223 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.374 · burst 1 · id 0 · p 0.003
dur 0.31 s / asked 0.30 s · len 0.97
blend 6.36 · genu 2.16 · top1 Contented Sigh
0.72 s
comp 0.351 · burst 1 · id 0 · p 0.005
dur 0.69 s / asked 0.80 s · len 0.86
blend 6.41 · genu 2.00 · top1 Contented Sigh
0.24 s
comp 0.326 · burst 1 · id 0 · p 0.004
dur 0.23 s / asked 0.30 s · len 0.77
blend 6.14 · genu 2.00 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.203 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.374 · burst 1 · id 0 · p 0.003
dur 0.48 s / asked 0.50 s · len 0.96
blend 6.39 · genu 2.16 · top1 Contented Sigh
0.32 s
comp 0.356 · burst 1 · id 0 · p 0.003
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.96 · genu 2.02 · top1 Contented Sigh
0.56 s
comp 0.349 · burst 1 · id 0 · p 0.002
dur 0.54 s / asked 0.50 s · len 0.92
blend 5.94 · genu 1.84 · top1 Contented Sigh
Snorting Gigglesnorting_giggle
anchor composite 0.323 · baseline 0.150 · best LoRA 0.227 · gain +0.076
real recordings
0.26 s
held-out recording
0.68 s
held-out recording
0.72 s
held-out recording
no LoRA (prompt only) mean composite 0.150 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.358 · burst 1 · id 0 · p 0.003
dur 0.72 s / asked 0.80 s · len 0.90
blend 5.19 · genu 2.95 · top1 Breathy Giggle
1.84 s
comp 0.349 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.50 s · len 0.76
blend 7.18 · genu 2.15 · top1 Sharp Inhale
5.60 s
comp 0.333 · burst 1 · id 0 · p 0.002
dur 0.56 s / asked 0.80 s · len 0.70
blend 5.89 · genu 3.02 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.191 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.404 · burst 1 · id 0 · p 0.001
dur 0.30 s / asked 0.30 s · len 1.00
blend 7.72 · genu 1.97 · top1 Ahem
0.56 s
comp 0.386 · burst 1 · id 0 · p 0.008
dur 0.50 s / asked 0.50 s · len 1.00
blend 5.85 · genu 2.74 · top1 Breathy Giggle
0.88 s
comp 0.360 · burst 1 · id 0 · p 0.011
dur 0.80 s / asked 0.80 s · len 1.00
blend 4.40 · genu 2.87 · top1 Breathy Giggle
rank 32 · epoch 3 mean composite 0.179 over all 30 prompts — cells below are the best 3 of 30, not typical
1.36 s
comp 0.351 · burst 1 · id 0 · p 0.004
dur 0.36 s / asked 0.30 s · len 0.80
blend 6.33 · genu 2.59 · top1 Ahem
0.80 s
comp 0.329 · burst 1 · id 0 · p 0.004
dur 0.67 s / asked 0.50 s · len 0.66
blend 5.87 · genu 3.17 · top1 Breathy Giggle
0.96 s
comp 0.319 · burst 1 · id 0 · p 0.003
dur 0.71 s / asked 0.80 s · len 0.89
blend 3.92 · genu 2.53 · top1 Childlike Giggle
rank 64 · epoch 2 mean composite 0.227 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.380 · burst 1 · id 0 · p 0.005
dur 0.44 s / asked 0.50 s · len 0.88
blend 6.80 · genu 2.72 · top1 Breathy Giggle
0.56 s
comp 0.364 · burst 1 · id 0 · p 0.004
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.47 · genu 3.00 · top1 Breathy Giggle
0.48 s
comp 0.363 · burst 1 · id 0 · p 0.004
dur 0.47 s / asked 0.50 s · len 0.94
blend 5.17 · genu 2.88 · top1 Breathy Giggle
Relief Sighrelief_sigh
anchor composite 0.192 · baseline 0.153 · best LoRA 0.224 · gain +0.071
real recordings
9.13 s
held-out recording
0.46 s
held-out recording
0.36 s
held-out recording
no LoRA (prompt only) mean composite 0.153 over all 30 prompts — cells below are the best 3 of 30, not typical
4.80 s
comp 0.376 · burst 1 · id 0 · p 0.017
dur 0.32 s / asked 0.30 s · len 0.93
blend 6.71 · genu 2.19 · top1 Contented Sigh
7.20 s
comp 0.353 · burst 1 · id 0 · p 0.002
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.35 · genu 2.47 · top1 Breathy Giggle
5.12 s
comp 0.349 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.50 s · len 0.80
blend 6.24 · genu 2.58 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.202 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.314 · burst 1 · id 0 · p 0.049
dur 0.55 s / asked 0.50 s · len 0.90
blend 4.65 · genu 1.66 · top1 Contented Sigh
0.56 s
comp 0.311 · burst 1 · id 0 · p 0.075
dur 0.55 s / asked 0.80 s · len 0.69
blend 6.14 · genu 2.01 · top1 Contented Sigh
0.72 s
comp 0.302 · burst 1 · id 0 · p 0.080
dur 0.66 s / asked 0.50 s · len 0.68
blend 6.11 · genu 1.75 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.224 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.338 · burst 1 · id 0 · p 0.070
dur 0.56 s / asked 0.50 s · len 0.88
blend 5.64 · genu 1.98 · top1 Contented Sigh
0.72 s
comp 0.335 · burst 1 · id 0 · p 0.069
dur 0.58 s / asked 0.50 s · len 0.84
blend 6.13 · genu 1.76 · top1 Contented Sigh
0.80 s
comp 0.300 · burst 1 · id 0 · p 0.021
dur 0.76 s / asked 0.80 s · len 0.95
blend 3.36 · genu 1.73 · top1 Contented Sigh
rank 64 · epoch 2 mean composite 0.213 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.334 · burst 1 · id 0 · p 0.048
dur 0.39 s / asked 0.50 s · len 0.78
blend 6.45 · genu 1.97 · top1 Contented Sigh
0.40 s
comp 0.326 · burst 1 · id 0 · p 0.057
dur 0.39 s / asked 0.50 s · len 0.78
blend 6.04 · genu 1.98 · top1 Contented Sigh
0.72 s
comp 0.325 · burst 1 · id 0 · p 0.062
dur 0.71 s / asked 0.80 s · len 0.89
blend 5.20 · genu 1.72 · top1 Contented Sigh
Heavy Breathingheavy_breathing
anchor composite 0.210 · baseline 0.162 · best LoRA 0.231 · gain +0.069
real recordings
0.20 s
held-out recording
0.50 s
held-out recording
0.44 s
held-out recording
no LoRA (prompt only) mean composite 0.162 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.372 · burst 1 · id 0 · p 0.001
dur 0.52 s / asked 0.50 s · len 0.96
blend 6.62 · genu 1.93 · top1 Ahem
3.60 s
comp 0.356 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.90 · genu 2.63 · top1 Breathy Giggle
7.20 s
comp 0.337 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.50 s · len 0.84
blend 5.79 · genu 2.14 · top1 Chuckle
rank 16 · epoch 3 mean composite 0.200 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.351 · burst 1 · id 0 · p 0.003
dur 0.36 s / asked 0.30 s · len 0.80
blend 6.94 · genu 2.11 · top1 Contented Sigh
0.40 s
comp 0.342 · burst 1 · id 0 · p 0.003
dur 0.35 s / asked 0.30 s · len 0.83
blend 6.58 · genu 1.75 · top1 Contented Sigh
0.64 s
comp 0.330 · burst 1 · id 0 · p 0.007
dur 0.61 s / asked 0.80 s · len 0.76
blend 6.42 · genu 1.98 · top1 Contented Sigh
rank 32 · epoch 3 mean composite 0.204 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.365 · burst 1 · id 0 · p 0.004
dur 0.31 s / asked 0.30 s · len 0.97
blend 6.07 · genu 2.03 · top1 Contented Sigh
0.40 s
comp 0.339 · burst 1 · id 0 · p 0.003
dur 0.39 s / asked 0.30 s · len 0.70
blend 7.15 · genu 2.23 · top1 Contented Sigh
0.40 s
comp 0.336 · burst 1 · id 0 · p 0.003
dur 0.39 s / asked 0.30 s · len 0.70
blend 6.93 · genu 2.28 · top1 Contented Sigh
rank 64 · epoch 3 mean composite 0.231 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.369 · burst 1 · id 0 · p 0.004
dur 0.47 s / asked 0.50 s · len 0.94
blend 6.50 · genu 2.04 · top1 Contented Sigh
0.32 s
comp 0.366 · burst 1 · id 0 · p 0.003
dur 0.29 s / asked 0.30 s · len 0.97
blend 6.17 · genu 1.99 · top1 Contented Sigh
1.04 s
comp 0.355 · burst 1 · id 0 · p 0.003
dur 0.27 s / asked 0.30 s · len 0.90
blend 6.63 · genu 1.71 · top1 Contented Sigh
Quiet Sobquiet_sob
anchor composite 0.254 · baseline 0.179 · best LoRA 0.245 · gain +0.066
real recordings
0.36 s
held-out recording
0.14 s
held-out recording
0.20 s
held-out recording
no LoRA (prompt only) mean composite 0.179 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.379 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 7.75 · genu 2.02 · top1 Contented Sigh
7.20 s
comp 0.351 · burst 1 · id 0 · p 0.001
dur 0.30 s / asked 0.30 s · len 1.00
blend 4.54 · genu 2.39 · top1 Wistful Sigh
5.12 s
comp 0.345 · burst 1 · id 0 · p 0.002
dur 0.24 s / asked 0.30 s · len 0.80
blend 6.34 · genu 2.33 · top1 Ahem
rank 16 · epoch 3 mean composite 0.245 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.370 · burst 0 · id 0 · p 0.002
dur 0.27 s / asked 0.30 s · len 0.90
blend 7.30 · genu 1.75 · top1 no_burst
0.40 s
comp 0.368 · burst 0 · id 0 · p 0.001
dur 0.27 s / asked 0.30 s · len 0.90
blend 6.95 · genu 1.97 · top1 no_burst
0.24 s
comp 0.355 · burst 1 · id 0 · p 0.002
dur 0.23 s / asked 0.30 s · len 0.77
blend 7.36 · genu 2.17 · top1 Surprised Gasp
rank 32 · epoch 1 mean composite 0.239 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.392 · burst 1 · id 0 · p 0.002
dur 0.28 s / asked 0.30 s · len 0.93
blend 7.82 · genu 1.97 · top1 Sharp Inhale
0.48 s
comp 0.384 · burst 0 · id 0 · p 0.002
dur 0.32 s / asked 0.30 s · len 0.93
blend 7.35 · genu 2.00 · top1 no_burst
0.40 s
comp 0.355 · burst 1 · id 0 · p 0.001
dur 0.39 s / asked 0.50 s · len 0.78
blend 7.34 · genu 2.08 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.243 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.380 · burst 1 · id 0 · p 0.001
dur 0.39 s / asked 0.50 s · len 0.78
blend 7.89 · genu 2.65 · top1 Breathy Giggle
0.40 s
comp 0.361 · burst 1 · id 0 · p 0.001
dur 0.35 s / asked 0.30 s · len 0.83
blend 6.99 · genu 2.18 · top1 Contented Sigh
0.24 s
comp 0.355 · burst 1 · id 0 · p 0.002
dur 0.23 s / asked 0.30 s · len 0.77
blend 7.29 · genu 2.24 · top1 Surprised Gasp
Pleasure Moanpleasure_moan
anchor composite 0.242 · baseline 0.178 · best LoRA 0.236 · gain +0.058
real recordings
1.24 s
held-out recording
1.12 s
held-out recording
0.66 s
held-out recording
no LoRA (prompt only) mean composite 0.178 over all 30 prompts — cells below are the best 3 of 30, not typical
4.40 s
comp 0.343 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.50 s · len 0.76
blend 7.03 · genu 2.03 · top1 Surprised Gasp
1.44 s
comp 0.307 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 1.20 s · len 0.50
blend 7.20 · genu 2.51 · top1 Breathy Giggle
2.56 s
comp 0.303 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.30 s · len 0.67
blend 5.93 · genu 2.05 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.194 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.356 · burst 1 · id 0 · p 0.013
dur 1.08 s / asked 1.20 s · len 0.90
blend 6.44 · genu 1.88 · top1 Wistful Sigh
0.96 s
comp 0.345 · burst 1 · id 0 · p 0.019
dur 0.96 s / asked 0.80 s · len 0.80
blend 7.02 · genu 1.81 · top1 Wistful Sigh
2.24 s
comp 0.304 · burst 1 · id 0 · p 0.023
dur 1.02 s / asked 1.80 s · len 0.57
blend 7.31 · genu 1.76 · top1 Wistful Sigh
rank 32 · epoch 2 mean composite 0.236 over all 30 prompts — cells below are the best 3 of 30, not typical
2.16 s
comp 0.650 · burst 1 · id 1 · p 0.192
dur 2.12 s / asked 1.20 s · len 0.23
blend 6.03 · genu 1.33 · top1 Pleasure Moan
2.64 s
comp 0.600 · burst 1 · id 1 · p 0.126
dur 1.84 s / asked 0.50 s · len 0.00
blend 5.67 · genu 1.48 · top1 Pleasure Moan
0.88 s
comp 0.337 · burst 1 · id 0 · p 0.009
dur 0.82 s / asked 0.80 s · len 0.97
blend 4.71 · genu 1.91 · top1 Resonant Hum
rank 64 · epoch 1 mean composite 0.217 over all 30 prompts — cells below are the best 3 of 30, not typical
2.56 s
comp 0.351 · burst 1 · id 0 · p 0.089
dur 1.92 s / asked 1.80 s · len 0.93
blend 6.36 · genu 1.50 · top1 Exhausted Groan
1.52 s
comp 0.346 · burst 1 · id 0 · p 0.036
dur 1.51 s / asked 1.80 s · len 0.84
blend 6.88 · genu 1.62 · top1 Exhausted Groan
1.44 s
comp 0.326 · burst 1 · id 0 · p 0.049
dur 1.40 s / asked 1.20 s · len 0.83
blend 6.14 · genu 1.48 · top1 Exhausted Groan
Sobssobs
anchor composite 0.298 · baseline 0.167 · best LoRA 0.218 · gain +0.050
real recordings
0.44 s
held-out recording
3.81 s
held-out recording
0.28 s
held-out recording
no LoRA (prompt only) mean composite 0.167 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.314 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.30 s · len 0.67
blend 6.39 · genu 2.10 · top1 Contented Sigh
4.56 s
comp 0.305 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 4.61 · genu 2.52 · top1 Breathy Giggle
7.20 s
comp 0.292 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.50 s · len 0.56
blend 6.41 · genu 2.09 · top1 Childlike Giggle
rank 16 · epoch 3 mean composite 0.210 over all 30 prompts — cells below are the best 3 of 30, not typical
4.88 s
comp 0.326 · burst 1 · id 0 · p 0.000
dur 0.58 s / asked 0.80 s · len 0.72
blend 6.09 · genu 2.38 · top1 Breathy Giggle
0.64 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.30 s · len 0.60
blend 6.51 · genu 2.33 · top1 Breathy Giggle
1.04 s
comp 0.303 · burst 1 · id 0 · p 0.001
dur 1.00 s / asked 1.20 s · len 0.83
blend 3.36 · genu 2.76 · top1 Breathy Giggle
rank 32 · epoch 2 mean composite 0.218 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.381 · burst 1 · id 0 · p 0.000
dur 0.79 s / asked 0.80 s · len 0.99
blend 6.63 · genu 2.01 · top1 Sharp Inhale
0.72 s
comp 0.370 · burst 1 · id 0 · p 0.000
dur 0.69 s / asked 0.80 s · len 0.86
blend 6.19 · genu 2.94 · top1 Breathy Giggle
0.40 s
comp 0.349 · burst 1 · id 0 · p 0.001
dur 0.39 s / asked 0.30 s · len 0.70
blend 7.63 · genu 2.25 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.194 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.312 · burst 1 · id 0 · p 0.001
dur 0.47 s / asked 0.80 s · len 0.59
blend 7.02 · genu 2.14 · top1 Surprised Gasp
0.48 s
comp 0.301 · burst 1 · id 0 · p 0.000
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.67 · genu 1.57 · top1 Wistful Sigh
0.88 s
comp 0.300 · burst 1 · id 0 · p 0.003
dur 0.87 s / asked 0.80 s · len 0.91
blend 3.57 · genu 1.83 · top1 Childlike Giggle
Cacklecackle
anchor composite 0.437 · baseline 0.193 · best LoRA 0.239 · gain +0.046
real recordings
0.88 s
held-out recording
0.84 s
held-out recording
1.06 s
held-out recording
no LoRA (prompt only) mean composite 0.193 over all 30 prompts — cells below are the best 3 of 30, not typical
4.72 s
comp 0.327 · burst 1 · id 0 · p 0.000
dur 0.86 s / asked 0.80 s · len 0.93
blend 4.65 · genu 1.97 · top1 Contented Sigh
5.84 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.50 s · len 0.76
blend 5.98 · genu 2.02 · top1 Contented Sigh
4.16 s
comp 0.318 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.50 s · len 0.68
blend 6.39 · genu 2.19 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.235 over all 30 prompts — cells below are the best 3 of 30, not typical
1.12 s
comp 0.609 · burst 1 · id 1 · p 0.273
dur 0.76 s / asked 2.50 s · len 0.30
blend 3.05 · genu 1.48 · top1 Cackle
0.88 s
comp 0.609 · burst 1 · id 1 · p 0.288
dur 0.85 s / asked 2.50 s · len 0.34
blend 2.33 · genu 1.77 · top1 Cackle
1.36 s
comp 0.590 · burst 1 · id 1 · p 0.402
dur 0.50 s / asked 1.80 s · len 0.28
blend 3.03 · genu 0.94 · top1 Cackle
rank 32 · epoch 3 mean composite 0.233 over all 30 prompts — cells below are the best 3 of 30, not typical
1.92 s
comp 0.685 · burst 1 · id 1 · p 0.321
dur 0.40 s / asked 0.50 s · len 0.80
blend 2.18 · genu 1.27 · top1 Cackle
0.72 s
comp 0.651 · burst 1 · id 1 · p 0.307
dur 0.71 s / asked 0.50 s · len 0.58
blend 2.64 · genu 1.31 · top1 Cackle
0.72 s
comp 0.582 · burst 1 · id 1 · p 0.392
dur 0.71 s / asked 2.50 s · len 0.28
blend 2.59 · genu 0.94 · top1 Cackle
rank 64 · epoch 2 mean composite 0.239 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.720 · burst 1 · id 1 · p 0.228
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.56 · genu 1.24 · top1 Cackle
1.52 s
comp 0.622 · burst 1 · id 1 · p 0.173
dur 1.06 s / asked 1.80 s · len 0.59
blend 1.18 · genu 1.22 · top1 Cackle
0.56 s
comp 0.560 · burst 1 · id 1 · p 0.501
dur 0.52 s / asked 2.50 s · len 0.21
blend 2.50 · genu 0.73 · top1 Cackle
Coughcough
anchor composite 0.304 · baseline 0.178 · best LoRA 0.219 · gain +0.041
real recordings
0.36 s
held-out recording
0.74 s
held-out recording
0.62 s
held-out recording
no LoRA (prompt only) mean composite 0.178 over all 30 prompts — cells below are the best 3 of 30, not typical
3.60 s
comp 0.352 · burst 1 · id 0 · p 0.008
dur 0.24 s / asked 0.30 s · len 0.80
blend 6.74 · genu 2.29 · top1 Contented Sigh
5.20 s
comp 0.350 · burst 1 · id 0 · p 0.001
dur 0.66 s / asked 0.50 s · len 0.68
blend 8.00 · genu 2.18 · top1 Wistful Sigh
4.24 s
comp 0.332 · burst 1 · id 0 · p 0.001
dur 0.56 s / asked 0.50 s · len 0.88
blend 4.55 · genu 2.59 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.190 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.293 · burst 1 · id 0 · p 0.037
dur 0.55 s / asked 0.80 s · len 0.69
blend 5.06 · genu 2.15 · top1 Childlike Giggle
0.56 s
comp 0.291 · burst 1 · id 0 · p 0.101
dur 0.55 s / asked 0.50 s · len 0.90
blend 3.32 · genu 1.80 · top1 Chuckle
0.64 s
comp 0.287 · burst 1 · id 0 · p 0.025
dur 0.58 s / asked 0.50 s · len 0.84
blend 3.05 · genu 2.32 · top1 Childlike Giggle
rank 32 · epoch 2 mean composite 0.219 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.350 · burst 1 · id 0 · p 0.018
dur 0.79 s / asked 0.80 s · len 0.99
blend 5.06 · genu 2.05 · top1 Childlike Giggle
0.72 s
comp 0.323 · burst 1 · id 0 · p 0.008
dur 0.69 s / asked 0.80 s · len 0.86
blend 4.62 · genu 2.32 · top1 Childlike Giggle
0.40 s
comp 0.310 · burst 1 · id 0 · p 0.027
dur 0.33 s / asked 0.30 s · len 0.90
blend 3.96 · genu 2.04 · top1 Breathy Giggle
rank 64 · epoch 3 mean composite 0.191 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.325 · burst 1 · id 0 · p 0.017
dur 0.29 s / asked 0.30 s · len 0.97
blend 3.57 · genu 2.42 · top1 Breathy Giggle
0.72 s
comp 0.315 · burst 1 · id 0 · p 0.016
dur 0.69 s / asked 0.50 s · len 0.62
blend 6.36 · genu 2.56 · top1 Childlike Giggle
0.56 s
comp 0.311 · burst 1 · id 0 · p 0.013
dur 0.55 s / asked 0.80 s · len 0.69
blend 6.16 · genu 2.00 · top1 Childlike Giggle
Snortsnort
anchor composite 0.174 · baseline 0.168 · best LoRA 0.207 · gain +0.039
real recordings
0.62 s
held-out recording
0.40 s
held-out recording
0.30 s
held-out recording
no LoRA (prompt only) mean composite 0.168 over all 30 prompts — cells below are the best 3 of 30, not typical
3.36 s
comp 0.338 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.50 s · len 0.96
blend 3.17 · genu 3.30 · top1 Chuckle
2.40 s
comp 0.321 · burst 1 · id 0 · p 0.009
dur 0.42 s / asked 0.50 s · len 0.84
blend 5.47 · genu 1.73 · top1 Surprised Gasp
4.56 s
comp 0.316 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.80 s · len 0.68
blend 5.45 · genu 2.89 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.191 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.348 · burst 1 · id 0 · p 0.026
dur 0.24 s / asked 0.30 s · len 0.80
blend 6.95 · genu 1.95 · top1 Sharp Inhale
0.80 s
comp 0.325 · burst 1 · id 0 · p 0.027
dur 0.65 s / asked 0.80 s · len 0.81
blend 5.15 · genu 2.40 · top1 Breathy Giggle
0.48 s
comp 0.322 · burst 1 · id 0 · p 0.024
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.79 · genu 1.38 · top1 Childlike Giggle
rank 32 · epoch 1 mean composite 0.207 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.338 · burst 1 · id 0 · p 0.014
dur 0.63 s / asked 0.80 s · len 0.79
blend 5.85 · genu 2.53 · top1 Breathy Giggle
0.64 s
comp 0.317 · burst 1 · id 0 · p 0.021
dur 0.50 s / asked 0.50 s · len 1.00
blend 4.13 · genu 1.38 · top1 Childlike Giggle
0.48 s
comp 0.297 · burst 1 · id 0 · p 0.014
dur 0.40 s / asked 0.30 s · len 0.67
blend 5.44 · genu 2.21 · top1 Breathy Giggle
rank 64 · epoch 2 mean composite 0.197 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.333 · burst 1 · id 0 · p 0.020
dur 0.47 s / asked 0.50 s · len 0.94
blend 5.14 · genu 1.70 · top1 Breathy Giggle
0.64 s
comp 0.315 · burst 1 · id 0 · p 0.032
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.74 · genu 1.59 · top1 Breathy Giggle
0.64 s
comp 0.312 · burst 1 · id 0 · p 0.031
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.58 · genu 1.63 · top1 Breathy Giggle
Exasperated Sighexasperated_sigh
anchor composite 0.262 · baseline 0.142 · best LoRA 0.171 · gain +0.029
real recordings
0.44 s
held-out recording
0.54 s
held-out recording
0.88 s
held-out recording
no LoRA (prompt only) mean composite 0.142 over all 30 prompts — cells below are the best 3 of 30, not typical
4.24 s
comp 0.336 · burst 1 · id 0 · p 0.068
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.52 · genu 2.35 · top1 Contented Sigh
2.56 s
comp 0.331 · burst 1 · id 0 · p 0.135
dur 0.60 s / asked 0.80 s · len 0.75
blend 6.38 · genu 2.15 · top1 Contented Sigh
5.04 s
comp 0.319 · burst 1 · id 0 · p 0.042
dur 0.36 s / asked 0.50 s · len 0.72
blend 5.97 · genu 2.23 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.171 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.329 · burst 1 · id 0 · p 0.062
dur 0.55 s / asked 0.50 s · len 0.90
blend 5.28 · genu 1.72 · top1 Contented Sigh
0.88 s
comp 0.329 · burst 1 · id 0 · p 0.062
dur 0.85 s / asked 0.80 s · len 0.94
blend 4.92 · genu 1.71 · top1 Contented Sigh
0.72 s
comp 0.324 · burst 1 · id 0 · p 0.057
dur 0.53 s / asked 0.50 s · len 0.94
blend 4.88 · genu 1.52 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.151 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.337 · burst 1 · id 0 · p 0.083
dur 0.70 s / asked 0.80 s · len 0.88
blend 5.91 · genu 1.77 · top1 Contented Sigh
0.48 s
comp 0.336 · burst 1 · id 0 · p 0.082
dur 0.45 s / asked 0.50 s · len 0.90
blend 5.59 · genu 1.79 · top1 Contented Sigh
0.72 s
comp 0.314 · burst 1 · id 0 · p 0.047
dur 0.58 s / asked 0.50 s · len 0.84
blend 5.23 · genu 1.64 · top1 Contented Sigh
rank 64 · epoch 3 mean composite 0.159 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.363 · burst 1 · id 0 · p 0.114
dur 0.55 s / asked 0.50 s · len 0.90
blend 6.51 · genu 2.11 · top1 Contented Sigh
0.72 s
comp 0.320 · burst 1 · id 0 · p 0.117
dur 0.55 s / asked 0.80 s · len 0.69
blend 6.47 · genu 2.13 · top1 Contented Sigh
0.88 s
comp 0.317 · burst 1 · id 0 · p 0.047
dur 0.86 s / asked 0.80 s · len 0.93
blend 4.58 · genu 1.60 · top1 Contented Sigh
Fast Breathingfast_breathing
anchor composite 0.174 · baseline 0.197 · best LoRA 0.225 · gain +0.028
real recordings
0.40 s
held-out recording
0.46 s
held-out recording
5.02 s
held-out recording
no LoRA (prompt only) mean composite 0.197 over all 30 prompts — cells below are the best 3 of 30, not typical
4.48 s
comp 0.356 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 4.16 · genu 2.91 · top1 Breathy Giggle
7.20 s
comp 0.332 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.38 · genu 2.30 · top1 Contented Sigh
7.20 s
comp 0.307 · burst 1 · id 0 · p 0.000
dur 1.00 s / asked 0.80 s · len 0.75
blend 5.56 · genu 1.83 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.188 over all 30 prompts — cells below are the best 3 of 30, not typical
1.36 s
comp 0.381 · burst 1 · id 0 · p 0.001
dur 0.50 s / asked 0.50 s · len 1.00
blend 6.27 · genu 2.24 · top1 Sharp Inhale
0.48 s
comp 0.344 · burst 1 · id 0 · p 0.002
dur 0.47 s / asked 0.50 s · len 0.94
blend 5.59 · genu 1.79 · top1 Sharp Inhale
0.32 s
comp 0.328 · burst 1 · id 0 · p 0.000
dur 0.25 s / asked 0.30 s · len 0.83
blend 5.80 · genu 1.82 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.225 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.370 · burst 0 · id 0 · p 0.000
dur 0.26 s / asked 0.30 s · len 0.87
blend 7.24 · genu 2.08 · top1 no_burst
1.04 s
comp 0.352 · burst 0 · id 0 · p 0.000
dur 0.24 s / asked 0.30 s · len 0.80
blend 7.19 · genu 1.93 · top1 no_burst
0.72 s
comp 0.347 · burst 1 · id 0 · p 0.000
dur 0.64 s / asked 0.80 s · len 0.80
blend 6.56 · genu 2.23 · top1 Contented Sigh
rank 64 · epoch 3 mean composite 0.169 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.334 · burst 0 · id 0 · p 0.000
dur 0.36 s / asked 0.30 s · len 0.80
blend 6.43 · genu 1.83 · top1 no_burst
0.40 s
comp 0.332 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 6.03 · genu 2.06 · top1 Contented Sigh
0.48 s
comp 0.322 · burst 0 · id 0 · p 0.001
dur 0.43 s / asked 0.50 s · len 0.86
blend 5.59 · genu 1.52 · top1 no_burst
Sniffsniff
anchor composite 0.172 · baseline 0.173 · best LoRA 0.187 · gain +0.014
real recordings
0.32 s
held-out recording
0.18 s
held-out recording
0.26 s
held-out recording
no LoRA (prompt only) mean composite 0.173 over all 30 prompts — cells below are the best 3 of 30, not typical
3.52 s
comp 0.365 · burst 1 · id 0 · p 0.014
dur 0.28 s / asked 0.30 s · len 0.93
blend 6.36 · genu 2.05 · top1 Contented Sigh
3.28 s
comp 0.355 · burst 1 · id 0 · p 0.000
dur 0.74 s / asked 0.80 s · len 0.93
blend 5.11 · genu 2.72 · top1 Breathy Giggle
7.20 s
comp 0.353 · burst 1 · id 0 · p 0.040
dur 1.76 s / asked 1.80 s · len 0.98
blend 5.42 · genu 1.96 · top1 Deep Breath
rank 16 · epoch 2 mean composite 0.187 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.397 · burst 1 · id 0 · p 0.069
dur 0.33 s / asked 0.30 s · len 0.90
blend 8.00 · genu 2.29 · top1 Sharp Inhale
0.32 s
comp 0.391 · burst 1 · id 0 · p 0.062
dur 0.27 s / asked 0.30 s · len 0.90
blend 7.67 · genu 2.29 · top1 Sharp Inhale
0.32 s
comp 0.377 · burst 1 · id 0 · p 0.040
dur 0.23 s / asked 0.30 s · len 0.77
blend 8.40 · genu 2.24 · top1 Sharp Inhale
rank 32 · epoch 1 mean composite 0.167 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.770 · burst 1 · id 1 · p 0.306
dur 0.41 s / asked 0.30 s · len 0.63
blend 6.96 · genu 2.15 · top1 Sniff
0.40 s
comp 0.412 · burst 1 · id 0 · p 0.039
dur 0.30 s / asked 0.30 s · len 1.00
blend 8.04 · genu 2.07 · top1 Sharp Inhale
0.32 s
comp 0.387 · burst 0 · id 0 · p 0.029
dur 0.23 s / asked 0.30 s · len 0.77
blend 8.95 · genu 2.17 · top1 no_burst
rank 64 · epoch 2 mean composite 0.140 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.397 · burst 1 · id 0 · p 0.090
dur 0.33 s / asked 0.30 s · len 0.90
blend 7.93 · genu 2.34 · top1 Sharp Inhale
0.40 s
comp 0.303 · burst 1 · id 0 · p 0.117
dur 0.35 s / asked 0.80 s · len 0.44
blend 7.88 · genu 2.33 · top1 Sharp Inhale
0.56 s
comp 0.296 · burst 1 · id 0 · p 0.164
dur 0.45 s / asked 1.20 s · len 0.38
blend 8.19 · genu 2.28 · top1 Sharp Inhale
Coughingcoughing
anchor composite 0.288 · baseline 0.189 · best LoRA 0.201 · gain +0.012
real recordings
0.44 s
held-out recording
0.44 s
held-out recording
1.12 s
held-out recording
no LoRA (prompt only) mean composite 0.189 over all 30 prompts — cells below are the best 3 of 30, not typical
3.76 s
comp 0.339 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 5.73 · genu 2.04 · top1 Contented Sigh
7.20 s
comp 0.324 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.50 s · len 0.80
blend 5.64 · genu 2.06 · top1 Contented Sigh
4.64 s
comp 0.312 · burst 1 · id 0 · p 0.002
dur 0.62 s / asked 0.50 s · len 0.76
blend 4.51 · genu 2.79 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.196 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.357 · burst 1 · id 0 · p 0.003
dur 0.77 s / asked 0.80 s · len 0.96
blend 4.33 · genu 3.11 · top1 Breathy Giggle
1.04 s
comp 0.328 · burst 1 · id 0 · p 0.037
dur 0.46 s / asked 0.50 s · len 0.92
blend 4.76 · genu 1.93 · top1 Childlike Giggle
1.60 s
comp 0.305 · burst 1 · id 0 · p 0.000
dur 0.82 s / asked 1.20 s · len 0.68
blend 6.02 · genu 1.91 · top1 Contented Sigh
rank 32 · epoch 3 mean composite 0.188 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.725 · burst 1 · id 1 · p 0.156
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.26 · genu 1.69 · top1 Coughing
0.56 s
comp 0.352 · burst 1 · id 0 · p 0.003
dur 0.55 s / asked 0.50 s · len 0.90
blend 4.88 · genu 2.99 · top1 Breathy Giggle
0.72 s
comp 0.301 · burst 1 · id 0 · p 0.009
dur 0.58 s / asked 0.50 s · len 0.84
blend 3.65 · genu 2.40 · top1 Breathy Giggle
rank 64 · epoch 1 mean composite 0.201 over all 30 prompts — cells below are the best 3 of 30, not typical
2.96 s
comp 0.605 · burst 1 · id 1 · p 0.276
dur 0.65 s / asked 2.50 s · len 0.26
blend 3.20 · genu 1.54 · top1 Coughing
0.64 s
comp 0.331 · burst 1 · id 0 · p 0.001
dur 0.26 s / asked 0.30 s · len 0.87
blend 5.78 · genu 1.67 · top1 Contented Sigh
3.68 s
comp 0.310 · burst 1 · id 0 · p 0.001
dur 1.28 s / asked 2.50 s · len 0.51
blend 6.84 · genu 2.84 · top1 Breathy Giggle
Affirmative Gruntaffirmative_grunt
anchor composite 0.314 · baseline 0.156 · best LoRA 0.159 · gain +0.003
real recordings
0.42 s
held-out recording
0.38 s
held-out recording
0.46 s
held-out recording
no LoRA (prompt only) mean composite 0.156 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.335 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 3.75 · genu 2.71 · top1 Breathy Giggle
1.76 s
comp 0.322 · burst 1 · id 0 · p 0.004
dur 0.54 s / asked 0.50 s · len 0.92
blend 3.71 · genu 2.56 · top1 Chuckle
7.20 s
comp 0.316 · burst 1 · id 0 · p 0.001
dur 0.30 s / asked 0.30 s · len 1.00
blend 3.64 · genu 1.71 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.148 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.380 · burst 1 · id 0 · p 0.040
dur 0.71 s / asked 0.80 s · len 0.89
blend 7.10 · genu 2.43 · top1 Low Mumble
0.32 s
comp 0.339 · burst 1 · id 0 · p 0.065
dur 0.30 s / asked 0.30 s · len 1.00
blend 4.87 · genu 1.67 · top1 Low Mumble
0.40 s
comp 0.329 · burst 1 · id 0 · p 0.035
dur 0.21 s / asked 0.30 s · len 0.70
blend 6.48 · genu 2.35 · top1 Surprised Gasp
rank 32 · epoch 2 mean composite 0.159 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.341 · burst 1 · id 0 · p 0.030
dur 0.28 s / asked 0.30 s · len 0.93
blend 4.64 · genu 2.44 · top1 Ahem
0.40 s
comp 0.302 · burst 1 · id 0 · p 0.031
dur 0.39 s / asked 0.30 s · len 0.70
blend 5.69 · genu 1.93 · top1 Surprised Gasp
0.48 s
comp 0.288 · burst 1 · id 0 · p 0.022
dur 0.44 s / asked 0.80 s · len 0.55
blend 6.03 · genu 2.31 · top1 Surprised Gasp
rank 64 · epoch 1 mean composite 0.118 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.275 · burst 1 · id 0 · p 0.005
dur 0.45 s / asked 0.50 s · len 0.90
blend 3.33 · genu 1.12 · top1 Low Mumble
0.80 s
comp 0.272 · burst 1 · id 0 · p 0.065
dur 0.77 s / asked 1.20 s · len 0.64
blend 4.08 · genu 2.48 · top1 Low Mumble
0.56 s
comp 0.269 · burst 1 · id 0 · p 0.056
dur 0.54 s / asked 0.80 s · len 0.68
blend 4.42 · genu 1.83 · top1 Low Mumble
Mournful Wailmournful_wail
anchor composite 0.206 · baseline 0.175 · best LoRA 0.177 · gain +0.002
real recordings
0.98 s
held-out recording
0.42 s
held-out recording
5.08 s
held-out recording
no LoRA (prompt only) mean composite 0.175 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.80 s · len 0.62
blend 6.42 · genu 2.75 · top1 Breathy Giggle
1.12 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.66 s / asked 1.20 s · len 0.55
blend 7.05 · genu 2.38 · top1 Contented Sigh
3.92 s
comp 0.296 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.30 s · len 0.80
blend 4.19 · genu 2.08 · top1 Childlike Giggle
rank 16 · epoch 3 mean composite 0.134 over all 30 prompts — cells below are the best 3 of 30, not typical
1.12 s
comp 0.657 · burst 1 · id 1 · p 0.588
dur 1.08 s / asked 1.80 s · len 0.60
blend 2.70 · genu 1.33 · top1 Mournful Wail
1.04 s
comp 0.526 · burst 1 · id 1 · p 0.545
dur 1.03 s / asked 0.30 s · len 0.00
blend 2.23 · genu 1.28 · top1 Mournful Wail
0.80 s
comp 0.284 · burst 1 · id 0 · p 0.013
dur 0.79 s / asked 0.80 s · len 0.99
blend 2.28 · genu 1.63 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.172 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.715 · burst 1 · id 1 · p 0.224
dur 1.03 s / asked 1.20 s · len 0.86
blend 2.80 · genu 1.50 · top1 Mournful Wail
1.20 s
comp 0.665 · burst 1 · id 1 · p 0.418
dur 1.10 s / asked 1.80 s · len 0.61
blend 2.76 · genu 1.52 · top1 Mournful Wail
1.52 s
comp 0.515 · burst 1 · id 1 · p 0.282
dur 0.96 s / asked 0.30 s · len 0.00
blend 1.65 · genu 1.28 · top1 Mournful Wail
rank 64 · epoch 3 mean composite 0.177 over all 30 prompts — cells below are the best 3 of 30, not typical
1.20 s
comp 0.636 · burst 1 · id 1 · p 0.395
dur 1.17 s / asked 0.80 s · len 0.54
blend 2.12 · genu 1.46 · top1 Mournful Wail
1.28 s
comp 0.629 · burst 1 · id 1 · p 0.404
dur 1.27 s / asked 0.80 s · len 0.41
blend 3.02 · genu 1.46 · top1 Mournful Wail
1.44 s
comp 0.529 · burst 1 · id 1 · p 0.506
dur 1.43 s / asked 0.30 s · len 0.00
blend 2.29 · genu 1.34 · top1 Mournful Wail
Displeased Gruntdispleased_grunt
anchor composite 0.269 · baseline 0.167 · best LoRA 0.168 · gain +0.001
real recordings
0.42 s
held-out recording
0.28 s
held-out recording
0.54 s
held-out recording
no LoRA (prompt only) mean composite 0.167 over all 30 prompts — cells below are the best 3 of 30, not typical
4.16 s
comp 0.331 · burst 1 · id 0 · p 0.000
dur 0.64 s / asked 0.80 s · len 0.80
blend 4.97 · genu 2.88 · top1 Breathy Giggle
1.28 s
comp 0.315 · burst 1 · id 0 · p 0.001
dur 0.64 s / asked 0.80 s · len 0.80
blend 5.13 · genu 2.10 · top1 Breathy Giggle
3.20 s
comp 0.309 · burst 1 · id 0 · p 0.003
dur 0.34 s / asked 0.30 s · len 0.87
blend 4.75 · genu 1.65 · top1 Surprised Gasp
rank 16 · epoch 2 mean composite 0.146 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.295 · burst 1 · id 0 · p 0.004
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.75 · genu 1.28 · top1 Surprised Gasp
0.56 s
comp 0.276 · burst 1 · id 0 · p 0.007
dur 0.56 s / asked 0.50 s · len 0.88
blend 3.87 · genu 0.91 · top1 Childlike Giggle
0.56 s
comp 0.271 · burst 1 · id 0 · p 0.002
dur 0.55 s / asked 0.80 s · len 0.69
blend 4.65 · genu 1.64 · top1 Surprised Gasp
rank 32 · epoch 2 mean composite 0.150 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.295 · burst 1 · id 0 · p 0.009
dur 0.79 s / asked 0.80 s · len 0.99
blend 3.17 · genu 1.37 · top1 Childlike Giggle
2.00 s
comp 0.290 · burst 1 · id 0 · p 0.008
dur 0.78 s / asked 0.50 s · len 0.44
blend 7.18 · genu 2.34 · top1 Wistful Sigh
0.88 s
comp 0.279 · burst 1 · id 0 · p 0.001
dur 0.84 s / asked 0.80 s · len 0.95
blend 2.91 · genu 1.24 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.168 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.329 · burst 1 · id 0 · p 0.003
dur 0.29 s / asked 0.30 s · len 0.97
blend 4.81 · genu 1.58 · top1 Breathy Giggle
0.72 s
comp 0.321 · burst 1 · id 0 · p 0.003
dur 0.71 s / asked 0.80 s · len 0.89
blend 4.95 · genu 1.77 · top1 Surprised Gasp
0.56 s
comp 0.311 · burst 1 · id 0 · p 0.004
dur 0.49 s / asked 0.50 s · len 0.98
blend 3.09 · genu 2.15 · top1 Childlike Giggle
Fearful Gaspfearful_gasp
anchor composite 0.242 · baseline 0.208 · best LoRA 0.202 · gain -0.006
real recordings
0.50 s
held-out recording
0.34 s
held-out recording
0.64 s
held-out recording
no LoRA (prompt only) mean composite 0.208 over all 30 prompts — cells below are the best 3 of 30, not typical
1.68 s
comp 0.350 · burst 1 · id 0 · p 0.000
dur 0.70 s / asked 0.80 s · len 0.88
blend 5.25 · genu 2.80 · top1 Breathy Giggle
4.80 s
comp 0.348 · burst 1 · id 0 · p 0.006
dur 0.36 s / asked 0.50 s · len 0.72
blend 7.47 · genu 2.17 · top1 Sharp Inhale
0.96 s
comp 0.340 · burst 1 · id 0 · p 0.002
dur 0.44 s / asked 0.50 s · len 0.88
blend 5.23 · genu 2.38 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.189 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.301 · burst 1 · id 0 · p 0.026
dur 0.31 s / asked 0.30 s · len 0.97
blend 4.07 · genu 1.05 · top1 Surprised Gasp
0.32 s
comp 0.298 · burst 1 · id 0 · p 0.028
dur 0.31 s / asked 0.30 s · len 0.97
blend 4.08 · genu 0.94 · top1 Surprised Gasp
0.48 s
comp 0.277 · burst 1 · id 0 · p 0.069
dur 0.46 s / asked 0.50 s · len 0.92
blend 3.07 · genu 1.26 · top1 Surprised Gasp
rank 32 · epoch 1 mean composite 0.201 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.370 · burst 1 · id 0 · p 0.010
dur 0.31 s / asked 0.30 s · len 0.97
blend 6.50 · genu 1.87 · top1 Sharp Inhale
0.32 s
comp 0.326 · burst 1 · id 0 · p 0.017
dur 0.32 s / asked 0.30 s · len 0.93
blend 4.80 · genu 1.74 · top1 Contented Sigh
0.48 s
comp 0.295 · burst 1 · id 0 · p 0.053
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.88 · genu 1.17 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.202 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.309 · burst 1 · id 0 · p 0.008
dur 0.39 s / asked 0.50 s · len 0.78
blend 5.44 · genu 1.76 · top1 Contented Sigh
0.32 s
comp 0.299 · burst 1 · id 0 · p 0.032
dur 0.31 s / asked 0.30 s · len 0.97
blend 3.91 · genu 1.09 · top1 Surprised Gasp
0.32 s
comp 0.289 · burst 1 · id 0 · p 0.044
dur 0.29 s / asked 0.30 s · len 0.97
blend 3.27 · genu 1.22 · top1 Surprised Gasp
Shriekshriek
anchor composite 0.180 · baseline 0.164 · best LoRA 0.155 · gain -0.009
real recordings
6.98 s
held-out recording
0.48 s
held-out recording
0.98 s
held-out recording
no LoRA (prompt only) mean composite 0.164 over all 30 prompts — cells below are the best 3 of 30, not typical
3.60 s
comp 0.379 · burst 1 · id 0 · p 0.006
dur 0.50 s / asked 0.50 s · len 1.00
blend 6.36 · genu 2.06 · top1 Contented Sigh
7.20 s
comp 0.342 · burst 1 · id 0 · p 0.004
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.26 · genu 1.99 · top1 Contented Sigh
3.68 s
comp 0.317 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 5.88 · genu 2.77 · top1 Breathy Giggle
rank 16 · epoch 3 mean composite 0.128 over all 30 prompts — cells below are the best 3 of 30, not typical
2.64 s
comp 0.284 · burst 1 · id 0 · p 0.045
dur 0.30 s / asked 0.30 s · len 1.00
blend 2.52 · genu 1.34 · top1 Surprised Gasp
0.88 s
comp 0.260 · burst 1 · id 0 · p 0.146
dur 0.76 s / asked 0.80 s · len 0.95
blend 2.25 · genu 1.00 · top1 Scream
0.48 s
comp 0.254 · burst 1 · id 0 · p 0.032
dur 0.46 s / asked 0.50 s · len 0.92
blend 1.43 · genu 1.65 · top1 Surprised Gasp
rank 32 · epoch 2 mean composite 0.154 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.265 · burst 1 · id 0 · p 0.047
dur 0.28 s / asked 0.30 s · len 0.93
blend 2.41 · genu 1.22 · top1 Surprised Gasp
2.72 s
comp 0.259 · burst 1 · id 0 · p 0.028
dur 0.20 s / asked 0.30 s · len 0.67
blend 4.89 · genu 1.12 · top1 Surprised Gasp
0.72 s
comp 0.248 · burst 1 · id 0 · p 0.130
dur 0.67 s / asked 0.80 s · len 0.84
blend 2.56 · genu 1.18 · top1 Scream
rank 64 · epoch 1 mean composite 0.155 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.281 · burst 1 · id 0 · p 0.039
dur 0.30 s / asked 0.30 s · len 1.00
blend 2.52 · genu 1.23 · top1 Surprised Gasp
2.48 s
comp 0.268 · burst 1 · id 0 · p 0.022
dur 0.32 s / asked 0.30 s · len 0.93
blend 2.53 · genu 1.25 · top1 Surprised Gasp
1.04 s
comp 0.255 · burst 1 · id 0 · p 0.056
dur 0.26 s / asked 0.30 s · len 0.87
blend 2.46 · genu 1.31 · top1 Surprised Gasp
Growlgrowl
anchor composite 0.149 · baseline 0.140 · best LoRA 0.130 · gain -0.011
real recordings
1.12 s
held-out recording
0.36 s
held-out recording
0.74 s
held-out recording
no LoRA (prompt only) mean composite 0.140 over all 30 prompts — cells below are the best 3 of 30, not typical
4.32 s
comp 0.361 · burst 1 · id 0 · p 0.001
dur 0.34 s / asked 0.30 s · len 0.87
blend 6.48 · genu 2.31 · top1 Contented Sigh
2.08 s
comp 0.358 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.50 s · len 0.92
blend 5.63 · genu 2.45 · top1 Breathy Giggle
7.20 s
comp 0.357 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.50 s · len 0.96
blend 6.04 · genu 1.79 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.095 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.308 · burst 1 · id 0 · p 0.013
dur 1.00 s / asked 1.20 s · len 0.83
blend 5.21 · genu 1.48 · top1 Exhausted Groan
0.48 s
comp 0.306 · burst 1 · id 0 · p 0.003
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.36 · genu 2.05 · top1 Low Mumble
0.72 s
comp 0.295 · burst 1 · id 0 · p 0.003
dur 0.63 s / asked 0.80 s · len 0.79
blend 4.80 · genu 1.68 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.116 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.324 · burst 1 · id 0 · p 0.005
dur 0.63 s / asked 0.80 s · len 0.79
blend 5.90 · genu 1.92 · top1 Contented Sigh
1.84 s
comp 0.292 · burst 1 · id 0 · p 0.001
dur 0.42 s / asked 0.50 s · len 0.84
blend 3.73 · genu 1.97 · top1 Resonant Hum
0.48 s
comp 0.288 · burst 1 · id 0 · p 0.006
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.96 · genu 1.62 · top1 Exhausted Groan
rank 64 · epoch 2 mean composite 0.130 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.340 · burst 1 · id 0 · p 0.003
dur 0.47 s / asked 0.50 s · len 0.94
blend 4.26 · genu 2.67 · top1 Low Mumble
4.00 s
comp 0.307 · burst 1 · id 0 · p 0.022
dur 1.50 s / asked 1.80 s · len 0.83
blend 4.88 · genu 1.71 · top1 Exhausted Groan
3.76 s
comp 0.289 · burst 1 · id 0 · p 0.002
dur 0.52 s / asked 0.80 s · len 0.65
blend 5.59 · genu 1.89 · top1 Wistful Sigh
Effort Grunteffort_grunt
anchor composite 0.250 · baseline 0.198 · best LoRA 0.186 · gain -0.012
real recordings
0.66 s
held-out recording
0.59 s
held-out recording
0.44 s
held-out recording
no LoRA (prompt only) mean composite 0.198 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.388 · burst 1 · id 0 · p 0.001
dur 0.50 s / asked 0.50 s · len 1.00
blend 6.66 · genu 2.20 · top1 Contented Sigh
7.20 s
comp 0.373 · burst 1 · id 0 · p 0.004
dur 0.32 s / asked 0.30 s · len 0.93
blend 6.61 · genu 2.16 · top1 Contented Sigh
7.20 s
comp 0.359 · burst 1 · id 0 · p 0.003
dur 0.48 s / asked 0.50 s · len 0.96
blend 5.99 · genu 1.89 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.175 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.327 · burst 1 · id 0 · p 0.009
dur 0.53 s / asked 0.50 s · len 0.94
blend 5.36 · genu 1.27 · top1 Surprised Gasp
0.32 s
comp 0.303 · burst 1 · id 0 · p 0.003
dur 0.32 s / asked 0.30 s · len 0.93
blend 4.58 · genu 0.98 · top1 Surprised Gasp
0.32 s
comp 0.295 · burst 1 · id 0 · p 0.018
dur 0.32 s / asked 0.50 s · len 0.64
blend 5.68 · genu 2.16 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.186 over all 30 prompts — cells below are the best 3 of 30, not typical
1.12 s
comp 0.290 · burst 1 · id 0 · p 0.000
dur 1.08 s / asked 1.20 s · len 0.90
blend 3.67 · genu 1.47 · top1 Contented Sigh
0.48 s
comp 0.266 · burst 1 · id 0 · p 0.006
dur 0.47 s / asked 0.50 s · len 0.94
blend 1.92 · genu 1.59 · top1 Surprised Gasp
0.32 s
comp 0.262 · burst 1 · id 0 · p 0.010
dur 0.32 s / asked 0.30 s · len 0.93
blend 2.46 · genu 1.06 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.185 over all 30 prompts — cells below are the best 3 of 30, not typical
0.56 s
comp 0.334 · burst 1 · id 0 · p 0.010
dur 0.44 s / asked 0.50 s · len 0.88
blend 5.70 · genu 1.74 · top1 Surprised Gasp
0.32 s
comp 0.277 · burst 1 · id 0 · p 0.008
dur 0.31 s / asked 0.30 s · len 0.97
blend 2.59 · genu 1.26 · top1 Surprised Gasp
0.48 s
comp 0.274 · burst 1 · id 0 · p 0.003
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.35 · genu 1.54 · top1 Wistful Sigh
Frustrated Groanfrustrated_groan
anchor composite 0.254 · baseline 0.144 · best LoRA 0.131 · gain -0.014
real recordings
0.66 s
held-out recording
0.86 s
held-out recording
0.70 s
held-out recording
no LoRA (prompt only) mean composite 0.144 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.352 · burst 1 · id 0 · p 0.001
dur 0.58 s / asked 0.50 s · len 0.84
blend 6.80 · genu 1.93 · top1 Contented Sigh
7.20 s
comp 0.320 · burst 1 · id 0 · p 0.001
dur 0.42 s / asked 0.50 s · len 0.84
blend 5.30 · genu 1.82 · top1 Contented Sigh
1.36 s
comp 0.319 · burst 1 · id 0 · p 0.000
dur 0.68 s / asked 0.50 s · len 0.64
blend 5.58 · genu 3.16 · top1 Breathy Giggle
rank 16 · epoch 3 mean composite 0.112 over all 30 prompts — cells below are the best 3 of 30, not typical
1.52 s
comp 0.327 · burst 1 · id 0 · p 0.025
dur 1.51 s / asked 1.80 s · len 0.84
blend 5.99 · genu 1.56 · top1 Exhausted Groan
0.72 s
comp 0.270 · burst 1 · id 0 · p 0.018
dur 0.72 s / asked 0.80 s · len 0.90
blend 2.43 · genu 1.67 · top1 Wistful Sigh
2.00 s
comp 0.240 · burst 1 · id 0 · p 0.006
dur 0.50 s / asked 0.80 s · len 0.62
blend 3.58 · genu 1.73 · top1 Low Mumble
rank 32 · epoch 2 mean composite 0.099 over all 30 prompts — cells below are the best 3 of 30, not typical
1.52 s
comp 0.283 · burst 1 · id 0 · p 0.080
dur 1.51 s / asked 1.20 s · len 0.74
blend 4.69 · genu 1.62 · top1 Exhausted Groan
2.72 s
comp 0.280 · burst 1 · id 0 · p 0.024
dur 0.66 s / asked 0.80 s · len 0.82
blend 3.36 · genu 1.92 · top1 Low Mumble
0.80 s
comp 0.264 · burst 1 · id 0 · p 0.016
dur 0.79 s / asked 1.20 s · len 0.66
blend 4.40 · genu 1.79 · top1 Wistful Sigh
rank 64 · epoch 3 mean composite 0.131 over all 30 prompts — cells below are the best 3 of 30, not typical
2.72 s
comp 0.339 · burst 1 · id 0 · p 0.008
dur 0.72 s / asked 0.80 s · len 0.90
blend 4.78 · genu 2.54 · top1 Low Mumble
2.24 s
comp 0.306 · burst 1 · id 0 · p 0.029
dur 1.92 s / asked 1.80 s · len 0.93
blend 3.73 · genu 1.77 · top1 Yawn
1.36 s
comp 0.300 · burst 1 · id 0 · p 0.032
dur 1.10 s / asked 1.20 s · len 0.92
blend 3.71 · genu 1.69 · top1 Yawn
Pain Moanpain_moan
anchor composite 0.160 · baseline 0.132 · best LoRA 0.109 · gain -0.022
real recordings
0.48 s
held-out recording
1.00 s
held-out recording
0.34 s
held-out recording
no LoRA (prompt only) mean composite 0.132 over all 30 prompts — cells below are the best 3 of 30, not typical
5.12 s
comp 0.342 · burst 1 · id 0 · p 0.001
dur 0.26 s / asked 0.30 s · len 0.87
blend 5.63 · genu 2.23 · top1 Ahem
3.52 s
comp 0.296 · burst 1 · id 0 · p 0.000
dur 0.30 s / asked 0.50 s · len 0.60
blend 6.07 · genu 2.20 · top1 Contented Sigh
2.56 s
comp 0.269 · burst 1 · id 0 · p 0.000
dur 0.56 s / asked 0.80 s · len 0.70
blend 4.08 · genu 1.89 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.064 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.281 · burst 1 · id 0 · p 0.002
dur 0.85 s / asked 0.80 s · len 0.94
blend 3.03 · genu 1.32 · top1 Wistful Sigh
0.48 s
comp 0.250 · burst 1 · id 0 · p 0.001
dur 0.45 s / asked 0.50 s · len 0.90
blend 2.25 · genu 1.00 · top1 Scream
0.80 s
comp 0.238 · burst 1 · id 0 · p 0.023
dur 0.71 s / asked 0.80 s · len 0.89
blend 1.52 · genu 1.21 · top1 Surprised Gasp
rank 32 · epoch 2 mean composite 0.071 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.266 · burst 1 · id 0 · p 0.001
dur 0.47 s / asked 0.50 s · len 0.94
blend 2.50 · genu 1.14 · top1 Surprised Gasp
0.56 s
comp 0.261 · burst 1 · id 0 · p 0.004
dur 0.55 s / asked 0.50 s · len 0.90
blend 2.70 · genu 1.09 · top1 Surprised Gasp
0.88 s
comp 0.232 · burst 1 · id 0 · p 0.034
dur 0.84 s / asked 0.80 s · len 0.95
blend 0.87 · genu 1.00 · top1 Scream
rank 64 · epoch 3 mean composite 0.109 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.299 · burst 1 · id 0 · p 0.001
dur 0.79 s / asked 0.80 s · len 0.99
blend 3.35 · genu 1.38 · top1 Contented Sigh
1.04 s
comp 0.218 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.30 s · len 0.80
blend 1.66 · genu 0.99 · top1 Scream
0.72 s
comp 0.205 · burst 1 · id 0 · p 0.004
dur 0.71 s / asked 0.50 s · len 0.58
blend 2.87 · genu 1.27 · top1 Surprised Gasp
Gulpsgulps
anchor composite 0.113 · baseline 0.155 · best LoRA 0.096 · gain -0.059
real recordings
8.76 s
held-out recording
0.36 s
held-out recording
0.32 s
held-out recording
no LoRA (prompt only) mean composite 0.155 over all 30 prompts — cells below are the best 3 of 30, not typical
6.48 s
comp 0.359 · burst 1 · id 0 · p 0.000
dur 0.84 s / asked 0.80 s · len 0.95
blend 4.68 · genu 3.01 · top1 Breathy Giggle
6.96 s
comp 0.347 · burst 1 · id 0 · p 0.004
dur 0.42 s / asked 0.50 s · len 0.84
blend 6.24 · genu 2.17 · top1 Contented Sigh
6.08 s
comp 0.330 · burst 1 · id 0 · p 0.000
dur 0.94 s / asked 0.80 s · len 0.82
blend 4.74 · genu 2.81 · top1 Breathy Giggle
rank 16 · epoch 3 mean composite 0.058 over all 30 prompts — cells below are the best 3 of 30, not typical
0.24 s
comp 0.245 · burst 1 · id 0 · p 0.017
dur 0.14 s / asked 0.80 s · len 0.17
blend 8.03 · genu 1.97 · top1 Ahem
0.24 s
comp 0.212 · burst 1 · id 0 · p 0.013
dur 0.15 s / asked 0.50 s · len 0.30
blend 5.31 · genu 1.82 · top1 Ahem
0.24 s
comp 0.211 · burst 1 · id 0 · p 0.009
dur 0.22 s / asked 0.80 s · len 0.28
blend 5.22 · genu 2.08 · top1 Ahem
rank 32 · epoch 2 mean composite 0.096 over all 30 prompts — cells below are the best 3 of 30, not typical
0.16 s
comp 0.302 · burst 1 · id 0 · p 0.015
dur 0.11 s / asked 0.30 s · len 0.37
blend 8.64 · genu 2.23 · top1 Surprised Gasp
0.32 s
comp 0.298 · burst 1 · id 0 · p 0.018
dur 0.18 s / asked 0.30 s · len 0.60
blend 6.29 · genu 2.11 · top1 Ahem
0.24 s
comp 0.272 · burst 1 · id 0 · p 0.012
dur 0.23 s / asked 0.30 s · len 0.77
blend 3.86 · genu 1.64 · top1 Ahem
rank 64 · epoch 2 mean composite 0.066 over all 30 prompts — cells below are the best 3 of 30, not typical
0.24 s
comp 0.346 · burst 1 · id 0 · p 0.007
dur 0.21 s / asked 0.30 s · len 0.70
blend 7.73 · genu 2.07 · top1 Ahem
0.24 s
comp 0.282 · burst 1 · id 0 · p 0.013
dur 0.15 s / asked 0.30 s · len 0.50
blend 6.55 · genu 2.04 · top1 Surprised Gasp
0.24 s
comp 0.264 · burst 1 · id 0 · p 0.011
dur 0.21 s / asked 0.50 s · len 0.42
blend 6.30 · genu 2.17 · top1 Surprised Gasp
Whispered Mumblewhispered_mumble
anchor composite 0.055 · baseline 0.146 · best LoRA 0.189 · gain +0.043
⚠ Not measurable. The real recordings of this class score only 0.055 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
7.54 s
held-out recording
6.92 s
held-out recording
1.00 s
held-out recording
no LoRA (prompt only) mean composite 0.146 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.313 · burst 1 · id 0 · p 0.001
dur 0.90 s / asked 0.80 s · len 0.88
blend 4.85 · genu 1.65 · top1 Contented Sigh
4.80 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 4.68 · genu 2.75 · top1 Breathy Giggle
2.16 s
comp 0.304 · burst 1 · id 0 · p 0.002
dur 0.48 s / asked 0.80 s · len 0.60
blend 6.37 · genu 2.26 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.189 over all 30 prompts — cells below are the best 3 of 30, not typical
3.76 s
comp 0.385 · burst 1 · id 0 · p 0.017
dur 2.44 s / asked 2.50 s · len 0.98
blend 6.50 · genu 2.40 · top1 Resonant Hum
7.20 s
comp 0.320 · burst 1 · id 0 · p 0.004
dur 0.58 s / asked 0.80 s · len 0.72
blend 6.16 · genu 2.08 · top1 Contented Sigh
4.40 s
comp 0.312 · burst 1 · id 0 · p 0.031
dur 0.50 s / asked 0.80 s · len 0.62
blend 7.09 · genu 1.79 · top1 Wistful Sigh
rank 32 · epoch 3 mean composite 0.155 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.373 · burst 1 · id 0 · p 0.007
dur 0.32 s / asked 0.30 s · len 0.93
blend 6.92 · genu 1.93 · top1 Contented Sigh
0.40 s
comp 0.343 · burst 1 · id 0 · p 0.035
dur 0.37 s / asked 0.30 s · len 0.77
blend 6.54 · genu 2.34 · top1 Wistful Sigh
2.40 s
comp 0.316 · burst 1 · id 0 · p 0.011
dur 0.33 s / asked 0.50 s · len 0.66
blend 5.69 · genu 2.82 · top1 Resonant Hum
rank 64 · epoch 1 mean composite 0.170 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.353 · burst 1 · id 0 · p 0.009
dur 1.02 s / asked 1.20 s · len 0.85
blend 6.46 · genu 2.16 · top1 Deep Breath
6.48 s
comp 0.345 · burst 1 · id 0 · p 0.002
dur 0.74 s / asked 0.80 s · len 0.93
blend 5.62 · genu 1.91 · top1 Contented Sigh
0.80 s
comp 0.343 · burst 1 · id 0 · p 0.006
dur 0.76 s / asked 0.80 s · len 0.95
blend 4.93 · genu 2.17 · top1 Wistful Sigh
Drinking Noisesdrinking_noises
anchor composite 0.096 · baseline 0.165 · best LoRA 0.205 · gain +0.041
⚠ Not measurable. The real recordings of this class score only 0.096 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
4.64 s
held-out recording
0.58 s
held-out recording
4.30 s
held-out recording
no LoRA (prompt only) mean composite 0.165 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.371 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.80 s · len 0.90
blend 6.98 · genu 2.05 · top1 Sharp Inhale
3.76 s
comp 0.350 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 6.21 · genu 2.09 · top1 Ahem
3.28 s
comp 0.283 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 4.64 · genu 1.61 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.194 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.357 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.50 s · len 0.92
blend 6.22 · genu 1.96 · top1 Breathy Giggle
0.64 s
comp 0.345 · burst 1 · id 0 · p 0.000
dur 0.30 s / asked 0.30 s · len 1.00
blend 5.16 · genu 1.68 · top1 Contented Sigh
1.92 s
comp 0.342 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.69 · genu 1.76 · top1 Contented Sigh
rank 32 · epoch 3 mean composite 0.203 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.349 · burst 1 · id 0 · p 0.000
dur 0.26 s / asked 0.30 s · len 0.87
blend 6.28 · genu 1.99 · top1 Contented Sigh
0.80 s
comp 0.343 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.61 · genu 1.85 · top1 Contented Sigh
0.48 s
comp 0.314 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 5.02 · genu 1.61 · top1 Contented Sigh
rank 64 · epoch 2 mean composite 0.205 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.350 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.91 · genu 1.91 · top1 Contented Sigh
0.72 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.69 s / asked 0.80 s · len 0.86
blend 4.60 · genu 1.75 · top1 Contented Sigh
0.80 s
comp 0.297 · burst 1 · id 0 · p 0.000
dur 0.70 s / asked 0.80 s · len 0.88
blend 3.91 · genu 1.74 · top1 Contented Sigh
Smacks Lipssmacks_lips
anchor composite 0.000 · baseline 0.111 · best LoRA 0.147 · gain +0.036
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
4.03 s
held-out recording
6.39 s
held-out recording
7.29 s
held-out recording
no LoRA (prompt only) mean composite 0.111 over all 30 prompts — cells below are the best 3 of 30, not typical
3.76 s
comp 0.295 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.80 s · len 0.47
blend 7.11 · genu 2.32 · top1 Sharp Inhale
7.20 s
comp 0.284 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 1.89 · genu 2.16 · top1 Wistful Sigh
7.20 s
comp 0.276 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 1.52 · genu 2.35 · top1 Ahem
rank 16 · epoch 1 mean composite 0.147 over all 30 prompts — cells below are the best 3 of 30, not typical
3.36 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 1.80 s · len 0.40
blend 8.98 · genu 2.48 · top1 Wistful Sigh
7.20 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.80 s / asked 0.80 s · len 1.00
blend 3.82 · genu 1.79 · top1 Contented Sigh
3.04 s
comp 0.304 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 4.15 · genu 2.85 · top1 Breathy Giggle
rank 32 · epoch 1 mean composite 0.126 over all 30 prompts — cells below are the best 3 of 30, not typical
3.12 s
comp 0.340 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.80 · genu 2.29 · top1 Ahem
7.20 s
comp 0.319 · burst 1 · id 0 · p 0.000
dur 0.63 s / asked 0.50 s · len 0.74
blend 4.49 · genu 3.25 · top1 Breathy Giggle
7.20 s
comp 0.319 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.00 · genu 1.87 · top1 Low Mumble
rank 64 · epoch 1 mean composite 0.067 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.361 · burst 1 · id 0 · p 0.000
dur 0.68 s / asked 1.20 s · len 0.57
blend 8.76 · genu 2.88 · top1 Low Mumble
4.56 s
comp 0.351 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.50 s · len 0.76
blend 6.56 · genu 2.71 · top1 Breathy Giggle
3.68 s
comp 0.345 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.80 s · len 0.90
blend 5.84 · genu 1.93 · top1 Contented Sigh
Clicks Tongueclicks_tongue
anchor composite 0.003 · baseline 0.163 · best LoRA 0.178 · gain +0.014
⚠ Not measurable. The real recordings of this class score only 0.003 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.20 s
held-out recording
8.21 s
held-out recording
6.50 s
held-out recording
no LoRA (prompt only) mean composite 0.163 over all 30 prompts — cells below are the best 3 of 30, not typical
4.24 s
comp 0.364 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.50 s · len 0.92
blend 6.21 · genu 2.24 · top1 Contented Sigh
1.28 s
comp 0.351 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.80 s · len 0.90
blend 6.01 · genu 2.04 · top1 Contented Sigh
7.20 s
comp 0.341 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 5.44 · genu 2.89 · top1 Chuckle
rank 16 · epoch 1 mean composite 0.178 over all 30 prompts — cells below are the best 3 of 30, not typical
4.40 s
comp 0.361 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.50 s · len 0.84
blend 6.80 · genu 2.28 · top1 Contented Sigh
2.40 s
comp 0.322 · burst 0 · id 0 · p 0.002
dur 0.20 s / asked 0.30 s · len 0.67
blend 6.92 · genu 2.00 · top1 no_burst
1.84 s
comp 0.313 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.50 s · len 0.72
blend 5.80 · genu 2.13 · top1 Breathy Giggle
rank 32 · epoch 2 mean composite 0.150 over all 30 prompts — cells below are the best 3 of 30, not typical
1.84 s
comp 0.332 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.50 s · len 0.72
blend 6.52 · genu 2.28 · top1 Breathy Giggle
4.24 s
comp 0.318 · burst 1 · id 0 · p 0.000
dur 0.55 s / asked 0.50 s · len 0.90
blend 4.11 · genu 2.25 · top1 Childlike Giggle
2.40 s
comp 0.315 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.30 s · len 0.60
blend 6.98 · genu 2.20 · top1 Breathy Giggle
rank 64 · epoch 1 mean composite 0.139 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.312 · burst 1 · id 0 · p 0.001
dur 0.40 s / asked 0.50 s · len 0.80
blend 5.52 · genu 1.68 · top1 Contented Sigh
3.68 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.80 s · len 0.60
blend 6.29 · genu 2.47 · top1 Wistful Sigh
3.68 s
comp 0.306 · burst 1 · id 0 · p 0.001
dur 0.54 s / asked 0.80 s · len 0.68
blend 6.19 · genu 1.89 · top1 Contented Sigh
Normal Breathingnormal_breathing
anchor composite 0.053 · baseline 0.142 · best LoRA 0.151 · gain +0.010
⚠ Not measurable. The real recordings of this class score only 0.053 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.30 s
held-out recording
0.90 s
held-out recording
8.94 s
held-out recording
no LoRA (prompt only) mean composite 0.142 over all 30 prompts — cells below are the best 3 of 30, not typical
2.96 s
comp 0.365 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.50 s · len 0.96
blend 4.95 · genu 2.97 · top1 Breathy Giggle
7.20 s
comp 0.327 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.50 s · len 0.76
blend 5.62 · genu 2.50 · top1 Resonant Hum
7.20 s
comp 0.311 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.80 s · len 0.57
blend 7.01 · genu 2.21 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.127 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.353 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 5.74 · genu 1.85 · top1 Contented Sigh
0.40 s
comp 0.318 · burst 1 · id 0 · p 0.000
dur 0.27 s / asked 0.30 s · len 0.90
blend 4.94 · genu 1.55 · top1 Contented Sigh
0.40 s
comp 0.288 · burst 1 · id 0 · p 0.000
dur 0.35 s / asked 0.50 s · len 0.70
blend 5.36 · genu 1.62 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.127 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.39 s / asked 0.30 s · len 0.70
blend 6.08 · genu 1.94 · top1 Contented Sigh
0.40 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.39 s / asked 0.50 s · len 0.78
blend 5.52 · genu 1.71 · top1 Contented Sigh
1.36 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.47 s / asked 0.50 s · len 0.94
blend 3.75 · genu 1.42 · top1 Contented Sigh
rank 64 · epoch 3 mean composite 0.151 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.350 · burst 1 · id 0 · p 0.000
dur 0.27 s / asked 0.30 s · len 0.90
blend 6.21 · genu 1.84 · top1 Contented Sigh
0.72 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.69 s / asked 0.80 s · len 0.86
blend 4.93 · genu 1.57 · top1 Contented Sigh
0.40 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.27 s / asked 0.30 s · len 0.90
blend 4.45 · genu 1.58 · top1 Contented Sigh
Tongue Clicktongue_click
anchor composite 0.000 · baseline 0.162 · best LoRA 0.167 · gain +0.005
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
4.09 s
held-out recording
5.61 s
held-out recording
8.39 s
held-out recording
no LoRA (prompt only) mean composite 0.162 over all 30 prompts — cells below are the best 3 of 30, not typical
2.08 s
comp 0.347 · burst 1 · id 0 · p 0.000
dur 0.76 s / asked 0.80 s · len 0.95
blend 4.36 · genu 2.80 · top1 Breathy Giggle
4.16 s
comp 0.332 · burst 1 · id 0 · p 0.001
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.70 · genu 2.31 · top1 Wistful Sigh
7.20 s
comp 0.293 · burst 1 · id 0 · p 0.004
dur 0.46 s / asked 0.50 s · len 0.92
blend 3.27 · genu 1.76 · top1 Wistful Sigh
rank 16 · epoch 1 mean composite 0.163 over all 30 prompts — cells below are the best 3 of 30, not typical
1.60 s
comp 0.341 · burst 1 · id 0 · p 0.000
dur 1.06 s / asked 1.20 s · len 0.88
blend 4.69 · genu 2.84 · top1 Breathy Giggle
1.20 s
comp 0.324 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 6.22 · genu 1.98 · top1 Breathy Giggle
7.20 s
comp 0.291 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.30 s · len 0.60
blend 4.61 · genu 3.14 · top1 Breathy Giggle
rank 32 · epoch 1 mean composite 0.167 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.68 s / asked 0.80 s · len 0.85
blend 5.03 · genu 1.67 · top1 Contented Sigh
7.20 s
comp 0.304 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.80 s · len 0.62
blend 5.34 · genu 2.88 · top1 Breathy Giggle
2.56 s
comp 0.302 · burst 1 · id 0 · p 0.000
dur 1.42 s / asked 2.50 s · len 0.57
blend 6.23 · genu 2.54 · top1 Sharp Inhale
rank 64 · epoch 1 mean composite 0.120 over all 30 prompts — cells below are the best 3 of 30, not typical
5.68 s
comp 0.387 · burst 1 · id 0 · p 0.004
dur 0.30 s / asked 0.30 s · len 1.00
blend 7.04 · genu 1.85 · top1 Surprised Gasp
7.20 s
comp 0.320 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.80 s · len 0.60
blend 7.01 · genu 2.38 · top1 Contented Sigh
7.20 s
comp 0.281 · burst 1 · id 0 · p 0.001
dur 0.42 s / asked 0.30 s · len 0.60
blend 5.92 · genu 1.70 · top1 Childlike Giggle
Purrpurr
anchor composite 0.000 · baseline 0.103 · best LoRA 0.103 · gain +0.000
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
4.60 s
held-out recording
8.67 s
held-out recording
7.78 s
held-out recording
no LoRA (prompt only) mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.327 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.50 s · len 0.80
blend 5.95 · genu 1.90 · top1 Contented Sigh
2.00 s
comp 0.271 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.50 s · len 0.56
blend 4.61 · genu 2.69 · top1 Breathy Giggle
7.20 s
comp 0.257 · burst 1 · id 0 · p 0.007
dur 0.40 s / asked 0.30 s · len 0.67
blend 3.32 · genu 2.31 · top1 Resonant Hum
rank 16 · epoch 1 mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.327 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.50 s · len 0.80
blend 5.95 · genu 1.90 · top1 Contented Sigh
2.00 s
comp 0.271 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.50 s · len 0.56
blend 4.61 · genu 2.69 · top1 Breathy Giggle
7.20 s
comp 0.257 · burst 1 · id 0 · p 0.007
dur 0.40 s / asked 0.30 s · len 0.67
blend 3.32 · genu 2.31 · top1 Resonant Hum
rank 32 · epoch 1 mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.327 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.50 s · len 0.80
blend 5.95 · genu 1.90 · top1 Contented Sigh
2.00 s
comp 0.271 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.50 s · len 0.56
blend 4.61 · genu 2.69 · top1 Breathy Giggle
7.20 s
comp 0.257 · burst 1 · id 0 · p 0.007
dur 0.40 s / asked 0.30 s · len 0.67
blend 3.32 · genu 2.31 · top1 Resonant Hum
rank 64 · epoch 1 mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.327 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.50 s · len 0.80
blend 5.95 · genu 1.90 · top1 Contented Sigh
2.00 s
comp 0.271 · burst 1 · id 0 · p 0.000
dur 0.72 s / asked 0.50 s · len 0.56
blend 4.61 · genu 2.69 · top1 Breathy Giggle
7.20 s
comp 0.257 · burst 1 · id 0 · p 0.007
dur 0.40 s / asked 0.30 s · len 0.67
blend 3.32 · genu 2.31 · top1 Resonant Hum
Kissing Soundskissing_sounds
anchor composite 0.062 · baseline 0.141 · best LoRA 0.141 · gain -0.000
⚠ Not measurable. The real recordings of this class score only 0.062 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.14 s
held-out recording
0.90 s
held-out recording
7.70 s
held-out recording
no LoRA (prompt only) mean composite 0.141 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.358 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 5.74 · genu 1.75 · top1 Low Mumble
6.72 s
comp 0.327 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.95 · genu 1.93 · top1 Contented Sigh
1.76 s
comp 0.317 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.02 · genu 1.99 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.141 over all 30 prompts — cells below are the best 3 of 30, not typical
3.04 s
comp 0.379 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.89 · genu 3.10 · top1 Ahem
7.20 s
comp 0.304 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 6.09 · genu 2.08 · top1 Resonant Hum
3.68 s
comp 0.299 · burst 0 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 5.05 · genu 1.92 · top1 no_burst
rank 32 · epoch 1 mean composite 0.112 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.397 · burst 0 · id 0 · p 0.003
dur 0.72 s / asked 0.80 s · len 0.90
blend 7.88 · genu 2.37 · top1 no_burst
2.72 s
comp 0.337 · burst 1 · id 0 · p 0.001
dur 0.88 s / asked 1.20 s · len 0.73
blend 6.36 · genu 2.54 · top1 Resonant Hum
4.40 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.80 s · len 0.62
blend 6.57 · genu 2.13 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.091 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.393 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 7.42 · genu 2.11 · top1 Soft Hum
4.96 s
comp 0.382 · burst 1 · id 0 · p 0.001
dur 0.78 s / asked 0.80 s · len 0.97
blend 5.93 · genu 2.75 · top1 Low Mumble
2.16 s
comp 0.338 · burst 1 · id 0 · p 0.000
dur 0.76 s / asked 0.80 s · len 0.95
blend 5.35 · genu 1.62 · top1 Contented Sigh
Slow Breathingslow_breathing
anchor composite 0.016 · baseline 0.139 · best LoRA 0.129 · gain -0.010
⚠ Not measurable. The real recordings of this class score only 0.016 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.20 s
held-out recording
6.27 s
held-out recording
6.35 s
held-out recording
no LoRA (prompt only) mean composite 0.139 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.359 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.50 s · len 0.76
blend 6.93 · genu 2.75 · top1 Breathy Giggle
4.56 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.56 s / asked 0.80 s · len 0.70
blend 5.55 · genu 2.81 · top1 Breathy Giggle
3.52 s
comp 0.295 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 4.83 · genu 2.75 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.107 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.396 · burst 1 · id 0 · p 0.001
dur 0.50 s / asked 0.50 s · len 1.00
blend 7.30 · genu 2.00 · top1 Contented Sigh
4.56 s
comp 0.351 · burst 1 · id 0 · p 0.000
dur 0.66 s / asked 0.80 s · len 0.82
blend 5.03 · genu 3.42 · top1 Breathy Giggle
7.20 s
comp 0.341 · burst 1 · id 0 · p 0.011
dur 0.64 s / asked 0.80 s · len 0.80
blend 6.38 · genu 2.12 · top1 Contented Sigh
rank 32 · epoch 2 mean composite 0.129 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.371 · burst 1 · id 0 · p 0.007
dur 0.31 s / asked 0.30 s · len 0.97
blend 6.56 · genu 1.85 · top1 Contented Sigh
0.72 s
comp 0.308 · burst 1 · id 0 · p 0.002
dur 0.69 s / asked 0.50 s · len 0.62
blend 6.79 · genu 1.93 · top1 Contented Sigh
0.88 s
comp 0.287 · burst 1 · id 0 · p 0.011
dur 0.42 s / asked 0.80 s · len 0.53
blend 6.42 · genu 2.15 · top1 Contented Sigh
rank 64 · epoch 2 mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.376 · burst 1 · id 0 · p 0.005
dur 0.79 s / asked 0.80 s · len 0.99
blend 6.46 · genu 1.96 · top1 Contented Sigh
0.64 s
comp 0.355 · burst 1 · id 0 · p 0.007
dur 0.27 s / asked 0.30 s · len 0.90
blend 6.58 · genu 1.76 · top1 Contented Sigh
0.96 s
comp 0.323 · burst 1 · id 0 · p 0.019
dur 0.84 s / asked 1.20 s · len 0.70
blend 6.52 · genu 2.10 · top1 Contented Sigh
Spittingspitting
anchor composite 0.082 · baseline 0.185 · best LoRA 0.164 · gain -0.021
⚠ Not measurable. The real recordings of this class score only 0.082 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
8.92 s
held-out recording
5.89 s
held-out recording
0.42 s
held-out recording
no LoRA (prompt only) mean composite 0.185 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.334 · burst 1 · id 0 · p 0.000
dur 1.68 s / asked 2.50 s · len 0.67
blend 5.36 · genu 3.69 · top1 Breathy Giggle
7.20 s
comp 0.326 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.30 s · len 0.80
blend 5.75 · genu 2.05 · top1 Contented Sigh
7.20 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.22 · genu 2.07 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.080 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.300 · burst 0 · id 0 · p 0.000
dur 0.18 s / asked 0.30 s · len 0.60
blend 6.44 · genu 2.04 · top1 no_burst
0.56 s
comp 0.271 · burst 0 · id 0 · p 0.000
dur 0.21 s / asked 0.50 s · len 0.42
blend 6.83 · genu 2.03 · top1 no_burst
0.40 s
comp 0.253 · burst 0 · id 0 · p 0.000
dur 0.18 s / asked 0.50 s · len 0.36
blend 6.68 · genu 1.87 · top1 no_burst
rank 32 · epoch 2 mean composite 0.132 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.355 · burst 1 · id 0 · p 0.000
dur 0.37 s / asked 0.50 s · len 0.74
blend 7.44 · genu 2.32 · top1 Sharp Inhale
0.40 s
comp 0.346 · burst 1 · id 0 · p 0.000
dur 0.35 s / asked 0.30 s · len 0.83
blend 6.34 · genu 2.12 · top1 Sharp Inhale
0.48 s
comp 0.268 · burst 0 · id 0 · p 0.000
dur 0.14 s / asked 0.30 s · len 0.47
blend 6.40 · genu 1.87 · top1 no_burst
rank 64 · epoch 1 mean composite 0.164 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.394 · burst 0 · id 0 · p 0.000
dur 0.28 s / asked 0.30 s · len 0.93
blend 7.67 · genu 2.17 · top1 no_burst
0.64 s
comp 0.392 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 7.49 · genu 2.21 · top1 Sharp Inhale
0.64 s
comp 0.365 · burst 1 · id 0 · p 0.000
dur 0.58 s / asked 0.50 s · len 0.84
blend 6.94 · genu 2.34 · top1 Breathy Giggle
Deep Breathdeep_breath
anchor composite 0.027 · baseline 0.163 · best LoRA 0.136 · gain -0.027
⚠ Not measurable. The real recordings of this class score only 0.027 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
5.09 s
held-out recording
5.46 s
held-out recording
0.66 s
held-out recording
no LoRA (prompt only) mean composite 0.163 over all 30 prompts — cells below are the best 3 of 30, not typical
1.20 s
comp 0.366 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 6.73 · genu 2.34 · top1 Wistful Sigh
1.28 s
comp 0.294 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 5.15 · genu 2.43 · top1 Resonant Hum
4.72 s
comp 0.292 · burst 1 · id 0 · p 0.003
dur 0.54 s / asked 0.50 s · len 0.92
blend 3.29 · genu 1.70 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.116 over all 30 prompts — cells below are the best 3 of 30, not typical
2.16 s
comp 0.382 · burst 1 · id 0 · p 0.096
dur 0.80 s / asked 0.80 s · len 1.00
blend 6.30 · genu 2.25 · top1 Contented Sigh
1.36 s
comp 0.376 · burst 1 · id 0 · p 0.074
dur 0.50 s / asked 0.50 s · len 1.00
blend 6.28 · genu 2.01 · top1 Contented Sigh
0.88 s
comp 0.370 · burst 1 · id 0 · p 0.047
dur 0.30 s / asked 0.30 s · len 1.00
blend 6.45 · genu 1.64 · top1 Contented Sigh
rank 32 · epoch 1 mean composite 0.094 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.331 · burst 1 · id 0 · p 0.072
dur 0.60 s / asked 0.80 s · len 0.75
blend 6.55 · genu 2.01 · top1 Contented Sigh
0.80 s
comp 0.319 · burst 1 · id 0 · p 0.058
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.44 · genu 1.74 · top1 Contented Sigh
1.12 s
comp 0.258 · burst 1 · id 0 · p 0.083
dur 0.73 s / asked 1.80 s · len 0.41
blend 6.23 · genu 2.10 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.136 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.372 · burst 1 · id 0 · p 0.089
dur 0.73 s / asked 0.80 s · len 0.91
blend 6.83 · genu 2.14 · top1 Wistful Sigh
1.52 s
comp 0.329 · burst 1 · id 0 · p 0.044
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.75 · genu 1.89 · top1 Contented Sigh
0.80 s
comp 0.327 · burst 1 · id 0 · p 0.060
dur 0.66 s / asked 0.50 s · len 0.68
blend 6.88 · genu 2.14 · top1 Contented Sigh
Nervous Gulpnervous_gulp
anchor composite 0.095 · baseline 0.119 · best LoRA 0.092 · gain -0.027
⚠ Not measurable. The real recordings of this class score only 0.095 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
4.67 s
held-out recording
0.24 s
held-out recording
5.90 s
held-out recording
no LoRA (prompt only) mean composite 0.119 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 2.92 · genu 1.61 · top1 Wistful Sigh
5.12 s
comp 0.290 · burst 1 · id 0 · p 0.001
dur 0.28 s / asked 0.50 s · len 0.56
blend 6.21 · genu 2.14 · top1 Contented Sigh
7.20 s
comp 0.282 · burst 1 · id 0 · p 0.001
dur 0.30 s / asked 0.50 s · len 0.60
blend 5.61 · genu 2.00 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.072 over all 30 prompts — cells below are the best 3 of 30, not typical
3.60 s
comp 0.336 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.50 s · len 0.68
blend 6.85 · genu 2.51 · top1 Breathy Giggle
2.72 s
comp 0.255 · burst 1 · id 0 · p 0.002
dur 0.34 s / asked 0.30 s · len 0.87
blend 1.90 · genu 1.73 · top1 Breathy Giggle
0.48 s
comp 0.242 · burst 1 · id 0 · p 0.003
dur 0.20 s / asked 0.80 s · len 0.25
blend 6.87 · genu 2.20 · top1 Ahem
rank 32 · epoch 1 mean composite 0.092 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.347 · burst 1 · id 0 · p 0.001
dur 0.40 s / asked 0.50 s · len 0.80
blend 6.71 · genu 2.11 · top1 Contented Sigh
0.24 s
comp 0.335 · burst 1 · id 0 · p 0.002
dur 0.23 s / asked 0.30 s · len 0.77
blend 6.13 · genu 2.34 · top1 Ahem
0.32 s
comp 0.298 · burst 1 · id 0 · p 0.001
dur 0.24 s / asked 0.50 s · len 0.48
blend 7.14 · genu 2.36 · top1 Surprised Gasp
rank 64 · epoch 1 mean composite 0.084 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.308 · burst 1 · id 0 · p 0.002
dur 0.37 s / asked 0.50 s · len 0.74
blend 5.67 · genu 1.87 · top1 Ahem
7.20 s
comp 0.264 · burst 1 · id 0 · p 0.003
dur 0.37 s / asked 0.50 s · len 0.74
blend 4.04 · genu 1.41 · top1 Contented Sigh
4.40 s
comp 0.262 · burst 1 · id 0 · p 0.003
dur 0.18 s / asked 0.30 s · len 0.60
blend 5.11 · genu 1.57 · top1 Ahem
Click One's Tongueclick_one_s_tongue
anchor composite 0.000 · baseline 0.182 · best LoRA 0.152 · gain -0.030
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
5.55 s
held-out recording
3.93 s
held-out recording
7.09 s
held-out recording
no LoRA (prompt only) mean composite 0.182 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.351 · burst 1 · id 0 · p 0.002
dur 0.34 s / asked 0.30 s · len 0.87
blend 6.08 · genu 2.26 · top1 Contented Sigh
7.20 s
comp 0.305 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.80 s · len 0.68
blend 5.19 · genu 2.67 · top1 Breathy Giggle
7.20 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.80 s · len 0.55
blend 6.77 · genu 2.13 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.152 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.358 · burst 1 · id 0 · p 0.004
dur 0.28 s / asked 0.30 s · len 0.93
blend 5.04 · genu 2.83 · top1 Low Mumble
0.80 s
comp 0.339 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.80 s · len 0.78
blend 6.35 · genu 2.30 · top1 Low Mumble
3.12 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.76 s / asked 1.80 s · len 0.42
blend 8.35 · genu 2.44 · top1 Breathy Giggle
rank 32 · epoch 1 mean composite 0.137 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.363 · burst 1 · id 0 · p 0.002
dur 0.26 s / asked 0.30 s · len 0.87
blend 7.37 · genu 1.70 · top1 Childlike Giggle
7.20 s
comp 0.330 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.80 s · len 0.68
blend 7.21 · genu 2.04 · top1 Contented Sigh
3.52 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 1.04 s / asked 0.80 s · len 0.70
blend 6.39 · genu 2.17 · top1 Wistful Sigh
rank 64 · epoch 1 mean composite 0.062 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.369 · burst 0 · id 0 · p 0.001
dur 0.22 s / asked 0.30 s · len 0.73
blend 8.79 · genu 1.88 · top1 no_burst
6.72 s
comp 0.301 · burst 0 · id 0 · p 0.000
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.36 · genu 1.37 · top1 no_burst
0.56 s
comp 0.237 · burst 1 · id 0 · p 0.001
dur 0.37 s / asked 1.20 s · len 0.31
blend 6.62 · genu 1.72 · top1 Surprised Gasp
Chewing Noiseschewing_noises
anchor composite 0.013 · baseline 0.158 · best LoRA 0.127 · gain -0.031
⚠ Not measurable. The real recordings of this class score only 0.013 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.14 s
held-out recording
8.18 s
held-out recording
4.32 s
held-out recording
no LoRA (prompt only) mean composite 0.158 over all 30 prompts — cells below are the best 3 of 30, not typical
5.44 s
comp 0.366 · burst 1 · id 0 · p 0.000
dur 0.74 s / asked 1.20 s · len 0.62
blend 8.80 · genu 2.68 · top1 Wistful Sigh
2.08 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.86 s / asked 0.80 s · len 0.93
blend 3.87 · genu 2.36 · top1 Chuckle
5.92 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 5.56 · genu 2.75 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.115 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.314 · burst 1 · id 0 · p 0.000
dur 0.20 s / asked 0.30 s · len 0.67
blend 6.22 · genu 2.27 · top1 Ahem
7.20 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.30 s · len 0.60
blend 6.49 · genu 2.31 · top1 Contented Sigh
7.20 s
comp 0.303 · burst 1 · id 0 · p 0.000
dur 0.45 s / asked 0.50 s · len 0.90
blend 3.23 · genu 2.34 · top1 Wistful Sigh
rank 32 · epoch 1 mean composite 0.127 over all 30 prompts — cells below are the best 3 of 30, not typical
5.12 s
comp 0.401 · burst 1 · id 0 · p 0.001
dur 0.48 s / asked 0.50 s · len 0.96
blend 7.02 · genu 2.76 · top1 Breathy Giggle
5.12 s
comp 0.373 · burst 1 · id 0 · p 0.000
dur 0.74 s / asked 0.80 s · len 0.93
blend 6.94 · genu 1.97 · top1 Resonant Hum
7.12 s
comp 0.345 · burst 1 · id 0 · p 0.000
dur 0.26 s / asked 0.30 s · len 0.87
blend 6.37 · genu 1.77 · top1 Contented Sigh
rank 64 · epoch 1 mean composite 0.106 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.338 · burst 1 · id 0 · p 0.000
dur 1.04 s / asked 0.80 s · len 0.70
blend 6.72 · genu 2.52 · top1 Resonant Hum
4.00 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.50 s · len 0.84
blend 5.05 · genu 1.62 · top1 Contented Sigh
7.20 s
comp 0.299 · burst 1 · id 0 · p 0.000
dur 0.22 s / asked 0.30 s · len 0.73
blend 5.54 · genu 1.67 · top1 Surprised Gasp
Person Whistling to Get Attentionperson_whistling_to_get_attention
anchor composite 0.032 · baseline 0.117 · best LoRA 0.080 · gain -0.036
⚠ Not measurable. The real recordings of this class score only 0.032 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.20 s
held-out recording
0.22 s
held-out recording
0.72 s
held-out recording
no LoRA (prompt only) mean composite 0.117 over all 30 prompts — cells below are the best 3 of 30, not typical
2.00 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 0.90 s / asked 0.80 s · len 0.88
blend 4.08 · genu 2.60 · top1 Breathy Giggle
1.92 s
comp 0.257 · burst 1 · id 0 · p 0.000
dur 0.78 s / asked 0.50 s · len 0.44
blend 5.18 · genu 2.60 · top1 Breathy Giggle
7.20 s
comp 0.245 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 1.20 s · len 0.40
blend 6.08 · genu 1.73 · top1 Contented Sigh
rank 16 · epoch 3 mean composite 0.048 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.320 · burst 1 · id 0 · p 0.000
dur 0.31 s / asked 0.50 s · len 0.62
blend 7.95 · genu 1.49 · top1 Surprised Gasp
0.40 s
comp 0.288 · burst 1 · id 0 · p 0.000
dur 0.13 s / asked 0.30 s · len 0.43
blend 8.08 · genu 1.61 · top1 Surprised Gasp
0.48 s
comp 0.240 · burst 1 · id 0 · p 0.000
dur 0.30 s / asked 1.20 s · len 0.25
blend 7.82 · genu 1.36 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.080 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.354 · burst 1 · id 0 · p 0.001
dur 0.62 s / asked 0.50 s · len 0.76
blend 8.30 · genu 1.43 · top1 Soft Whistle
0.40 s
comp 0.325 · burst 1 · id 0 · p 0.000
dur 0.33 s / asked 0.50 s · len 0.66
blend 7.93 · genu 1.37 · top1 Surprised Gasp
0.48 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.45 s / asked 1.20 s · len 0.38
blend 9.55 · genu 1.27 · top1 Wistful Sigh
rank 64 · epoch 2 mean composite 0.079 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.360 · burst 1 · id 0 · p 0.000
dur 0.42 s / asked 0.50 s · len 0.84
blend 7.74 · genu 1.49 · top1 Surprised Gasp
0.48 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.31 s / asked 0.50 s · len 0.62
blend 7.94 · genu 1.54 · top1 Surprised Gasp
0.64 s
comp 0.287 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.30 s · len 0.47
blend 7.93 · genu 1.42 · top1 Surprised Gasp
Tsktsk
anchor composite 0.008 · baseline 0.170 · best LoRA 0.134 · gain -0.037
⚠ Not measurable. The real recordings of this class score only 0.008 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.14 s
held-out recording
4.27 s
held-out recording
8.66 s
held-out recording
no LoRA (prompt only) mean composite 0.170 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.362 · burst 1 · id 0 · p 0.000
dur 0.82 s / asked 0.80 s · len 0.97
blend 4.40 · genu 3.17 · top1 Breathy Giggle
1.20 s
comp 0.321 · burst 1 · id 0 · p 0.001
dur 0.54 s / asked 0.50 s · len 0.92
blend 3.81 · genu 2.42 · top1 Childlike Giggle
2.16 s
comp 0.314 · burst 1 · id 0 · p 0.002
dur 0.62 s / asked 0.80 s · len 0.78
blend 4.42 · genu 2.82 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.134 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.329 · burst 1 · id 0 · p 0.002
dur 0.70 s / asked 0.80 s · len 0.88
blend 5.39 · genu 1.85 · top1 Wistful Sigh
7.20 s
comp 0.289 · burst 1 · id 0 · p 0.022
dur 0.38 s / asked 0.50 s · len 0.76
blend 4.00 · genu 2.27 · top1 Low Mumble
1.12 s
comp 0.285 · burst 1 · id 0 · p 0.008
dur 0.72 s / asked 0.50 s · len 0.56
blend 5.85 · genu 2.25 · top1 Wistful Sigh
rank 32 · epoch 1 mean composite 0.073 over all 30 prompts — cells below are the best 3 of 30, not typical
3.12 s
comp 0.363 · burst 1 · id 0 · p 0.010
dur 1.00 s / asked 1.20 s · len 0.83
blend 6.43 · genu 2.70 · top1 Low Mumble
2.40 s
comp 0.349 · burst 1 · id 0 · p 0.027
dur 0.30 s / asked 0.50 s · len 0.60
blend 8.54 · genu 2.33 · top1 Breathy Giggle
7.20 s
comp 0.290 · burst 1 · id 0 · p 0.022
dur 0.38 s / asked 0.80 s · len 0.47
blend 7.09 · genu 2.12 · top1 Low Mumble
rank 64 · epoch 3 mean composite 0.042 over all 30 prompts — cells below are the best 3 of 30, not typical
3.44 s
comp 0.349 · burst 1 · id 0 · p 0.024
dur 0.35 s / asked 0.50 s · len 0.70
blend 7.85 · genu 2.09 · top1 Sharp Inhale
0.24 s
comp 0.298 · burst 0 · id 0 · p 0.034
dur 0.14 s / asked 0.50 s · len 0.28
blend 10.00 · genu 1.67 · top1 no_burst
6.56 s
comp 0.215 · burst 0 · id 0 · p 0.111
dur 0.26 s / asked 0.80 s · len 0.33
blend 5.78 · genu 1.37 · top1 no_burst
Swallowsswallows
anchor composite 0.041 · baseline 0.164 · best LoRA 0.127 · gain -0.038
⚠ Not measurable. The real recordings of this class score only 0.041 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
6.03 s
held-out recording
7.05 s
held-out recording
7.12 s
held-out recording
no LoRA (prompt only) mean composite 0.164 over all 30 prompts — cells below are the best 3 of 30, not typical
2.00 s
comp 0.359 · burst 1 · id 0 · p 0.000
dur 0.84 s / asked 0.80 s · len 0.95
blend 4.63 · genu 3.05 · top1 Breathy Giggle
3.84 s
comp 0.353 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 4.55 · genu 2.80 · top1 Breathy Giggle
1.28 s
comp 0.326 · burst 1 · id 0 · p 0.000
dur 0.56 s / asked 0.80 s · len 0.70
blend 6.70 · genu 2.08 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.127 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.20 s / asked 0.30 s · len 0.67
blend 6.85 · genu 1.53 · top1 Purr
0.48 s
comp 0.299 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 5.37 · genu 1.26 · top1 Ahem
7.20 s
comp 0.285 · burst 1 · id 0 · p 0.000
dur 0.66 s / asked 0.80 s · len 0.82
blend 4.01 · genu 1.60 · top1 Contented Sigh
rank 32 · epoch 1 mean composite 0.064 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.366 · burst 1 · id 0 · p 0.000
dur 0.60 s / asked 0.80 s · len 0.75
blend 7.75 · genu 2.46 · top1 Ahem
0.40 s
comp 0.349 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 7.44 · genu 2.16 · top1 Ahem
7.20 s
comp 0.348 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.50 s · len 0.76
blend 6.30 · genu 2.81 · top1 Ahem
rank 64 · epoch 2 mean composite 0.040 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.279 · burst 1 · id 0 · p 0.000
dur 0.29 s / asked 0.80 s · len 0.36
blend 7.77 · genu 2.06 · top1 Contented Sigh
7.20 s
comp 0.252 · burst 1 · id 0 · p 0.000
dur 0.28 s / asked 0.50 s · len 0.56
blend 5.43 · genu 1.27 · top1 Contented Sigh
7.20 s
comp 0.252 · burst 0 · id 0 · p 0.000
dur 0.14 s / asked 0.30 s · len 0.47
blend 6.61 · genu 1.05 · top1 no_burst
Hiccupshiccups
anchor composite 0.045 · baseline 0.141 · best LoRA 0.103 · gain -0.038
⚠ Not measurable. The real recordings of this class score only 0.045 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.16 s
held-out recording
0.24 s
held-out recording
3.34 s
held-out recording
no LoRA (prompt only) mean composite 0.141 over all 30 prompts — cells below are the best 3 of 30, not typical
3.28 s
comp 0.342 · burst 1 · id 0 · p 0.000
dur 0.80 s / asked 0.80 s · len 1.00
blend 4.13 · genu 2.36 · top1 Childlike Giggle
5.28 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.80 s · len 0.68
blend 5.10 · genu 2.86 · top1 Breathy Giggle
5.92 s
comp 0.304 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.50 s · len 0.72
blend 5.59 · genu 1.95 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.089 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.245 · burst 0 · id 0 · p 0.000
dur 0.14 s / asked 0.50 s · len 0.28
blend 7.43 · genu 1.60 · top1 no_burst
0.24 s
comp 0.223 · burst 1 · id 0 · p 0.000
dur 0.23 s / asked 0.80 s · len 0.29
blend 6.26 · genu 1.61 · top1 Surprised Gasp
0.24 s
comp 0.216 · burst 1 · id 0 · p 0.015
dur 0.20 s / asked 0.30 s · len 0.67
blend 2.58 · genu 1.23 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.097 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.319 · burst 1 · id 0 · p 0.002
dur 0.29 s / asked 0.30 s · len 0.97
blend 4.95 · genu 1.08 · top1 Surprised Gasp
0.16 s
comp 0.264 · burst 0 · id 0 · p 0.000
dur 0.13 s / asked 0.30 s · len 0.43
blend 6.84 · genu 1.64 · top1 no_burst
0.16 s
comp 0.255 · burst 1 · id 0 · p 0.000
dur 0.15 s / asked 0.30 s · len 0.50
blend 5.41 · genu 1.87 · top1 Surprised Gasp
rank 64 · epoch 1 mean composite 0.103 over all 30 prompts — cells below are the best 3 of 30, not typical
0.32 s
comp 0.327 · burst 1 · id 0 · p 0.000
dur 0.31 s / asked 0.30 s · len 0.97
blend 4.96 · genu 1.36 · top1 Ahem
0.24 s
comp 0.263 · burst 1 · id 0 · p 0.000
dur 0.21 s / asked 0.50 s · len 0.42
blend 6.68 · genu 1.82 · top1 Ahem
0.32 s
comp 0.226 · burst 1 · id 0 · p 0.001
dur 0.32 s / asked 0.80 s · len 0.40
blend 5.56 · genu 1.39 · top1 Ahem
Wolf Whistlewolf_whistle
anchor composite 0.050 · baseline 0.135 · best LoRA 0.094 · gain -0.041
⚠ Not measurable. The real recordings of this class score only 0.050 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.60 s
held-out recording
0.36 s
held-out recording
0.52 s
held-out recording
no LoRA (prompt only) mean composite 0.135 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.330 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.30 s · len 0.87
blend 5.24 · genu 2.09 · top1 Breathy Giggle
4.32 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 4.72 · genu 2.70 · top1 Breathy Giggle
7.20 s
comp 0.277 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 2.46 · genu 1.75 · top1 Surprised Gasp
rank 16 · epoch 3 mean composite 0.089 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.359 · burst 1 · id 0 · p 0.002
dur 0.36 s / asked 0.50 s · len 0.72
blend 8.91 · genu 1.46 · top1 Surprised Gasp
0.80 s
comp 0.347 · burst 1 · id 0 · p 0.023
dur 0.74 s / asked 1.20 s · len 0.62
blend 9.08 · genu 1.66 · top1 Sharp Whistle
0.80 s
comp 0.334 · burst 1 · id 0 · p 0.018
dur 0.56 s / asked 0.80 s · len 0.70
blend 8.04 · genu 1.31 · top1 Soft Whistle
rank 32 · epoch 2 mean composite 0.069 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.348 · burst 1 · id 0 · p 0.026
dur 0.60 s / asked 0.50 s · len 0.80
blend 7.79 · genu 1.27 · top1 Surprised Gasp
0.64 s
comp 0.283 · burst 1 · id 0 · p 0.003
dur 0.32 s / asked 0.80 s · len 0.40
blend 8.08 · genu 1.66 · top1 Surprised Gasp
0.48 s
comp 0.240 · burst 1 · id 0 · p 0.001
dur 0.13 s / asked 0.50 s · len 0.26
blend 7.27 · genu 1.71 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.094 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.341 · burst 1 · id 0 · p 0.005
dur 0.41 s / asked 0.50 s · len 0.82
blend 6.98 · genu 1.48 · top1 Surprised Gasp
0.72 s
comp 0.335 · burst 1 · id 0 · p 0.004
dur 0.60 s / asked 0.50 s · len 0.80
blend 6.91 · genu 1.47 · top1 Surprised Gasp
0.64 s
comp 0.310 · burst 1 · id 0 · p 0.002
dur 0.40 s / asked 0.30 s · len 0.67
blend 6.86 · genu 1.59 · top1 Surprised Gasp
Sucking Noisesucking_noise
anchor composite 0.011 · baseline 0.158 · best LoRA 0.115 · gain -0.043
⚠ Not measurable. The real recordings of this class score only 0.011 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
5.87 s
held-out recording
0.32 s
held-out recording
0.16 s
held-out recording
no LoRA (prompt only) mean composite 0.158 over all 30 prompts — cells below are the best 3 of 30, not typical
4.80 s
comp 0.385 · burst 1 · id 0 · p 0.003
dur 0.30 s / asked 0.30 s · len 1.00
blend 6.49 · genu 2.21 · top1 Contented Sigh
7.20 s
comp 0.376 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 6.64 · genu 1.74 · top1 Contented Sigh
5.84 s
comp 0.355 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.30 s · len 0.80
blend 6.53 · genu 2.59 · top1 Ahem
rank 16 · epoch 1 mean composite 0.115 over all 30 prompts — cells below are the best 3 of 30, not typical
3.04 s
comp 0.343 · burst 1 · id 0 · p 0.002
dur 0.62 s / asked 0.50 s · len 0.76
blend 6.56 · genu 2.38 · top1 Contented Sigh
7.20 s
comp 0.264 · burst 1 · id 0 · p 0.000
dur 0.71 s / asked 1.80 s · len 0.39
blend 6.28 · genu 2.36 · top1 Childlike Giggle
7.20 s
comp 0.249 · burst 0 · id 0 · p 0.002
dur 0.18 s / asked 0.50 s · len 0.36
blend 6.32 · genu 2.01 · top1 no_burst
rank 32 · epoch 1 mean composite 0.035 over all 30 prompts — cells below are the best 3 of 30, not typical
4.00 s
comp 0.298 · burst 1 · id 0 · p 0.003
dur 1.96 s / asked 1.20 s · len 0.37
blend 8.63 · genu 2.10 · top1 Wistful Sigh
0.96 s
comp 0.293 · burst 1 · id 0 · p 0.003
dur 0.66 s / asked 1.20 s · len 0.55
blend 6.25 · genu 2.33 · top1 Contented Sigh
1.28 s
comp 0.232 · burst 1 · id 0 · p 0.002
dur 0.42 s / asked 1.80 s · len 0.23
blend 6.48 · genu 2.22 · top1 Contented Sigh
rank 64 · epoch 3 mean composite 0.050 over all 30 prompts — cells below are the best 3 of 30, not typical
7.12 s
comp 0.337 · burst 1 · id 0 · p 0.002
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.68 · genu 2.28 · top1 Contented Sigh
6.56 s
comp 0.281 · burst 1 · id 0 · p 0.000
dur 0.63 s / asked 0.80 s · len 0.79
blend 4.27 · genu 1.51 · top1 Contented Sigh
3.20 s
comp 0.256 · burst 1 · id 0 · p 0.000
dur 0.69 s / asked 1.80 s · len 0.38
blend 6.48 · genu 2.00 · top1 Contented Sigh
Hiccuphiccup
anchor composite 0.071 · baseline 0.153 · best LoRA 0.098 · gain -0.055
⚠ Not measurable. The real recordings of this class score only 0.071 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.16 s
held-out recording
0.18 s
held-out recording
0.24 s
held-out recording
no LoRA (prompt only) mean composite 0.153 over all 30 prompts — cells below are the best 3 of 30, not typical
1.44 s
comp 0.353 · burst 1 · id 0 · p 0.004
dur 0.74 s / asked 0.80 s · len 0.93
blend 5.43 · genu 2.38 · top1 Childlike Giggle
7.20 s
comp 0.309 · burst 1 · id 0 · p 0.006
dur 0.52 s / asked 0.50 s · len 0.96
blend 2.90 · genu 2.36 · top1 Ahem
3.04 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.90 s / asked 0.80 s · len 0.88
blend 2.78 · genu 2.71 · top1 Chuckle
rank 16 · epoch 3 mean composite 0.081 over all 30 prompts — cells below are the best 3 of 30, not typical
0.24 s
comp 0.257 · burst 1 · id 0 · p 0.008
dur 0.21 s / asked 0.50 s · len 0.42
blend 6.26 · genu 1.92 · top1 Ahem
0.16 s
comp 0.227 · burst 1 · id 0 · p 0.011
dur 0.13 s / asked 0.30 s · len 0.43
blend 5.28 · genu 1.40 · top1 Ahem
0.24 s
comp 0.224 · burst 0 · id 0 · p 0.015
dur 0.14 s / asked 1.20 s · len 0.12
blend 7.67 · genu 1.88 · top1 no_burst
rank 32 · epoch 2 mean composite 0.077 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.255 · burst 1 · id 0 · p 0.062
dur 0.26 s / asked 0.30 s · len 0.87
blend 2.72 · genu 1.08 · top1 Surprised Gasp
0.24 s
comp 0.248 · burst 1 · id 0 · p 0.012
dur 0.23 s / asked 0.50 s · len 0.46
blend 5.84 · genu 1.58 · top1 Ahem
0.48 s
comp 0.242 · burst 1 · id 0 · p 0.009
dur 0.22 s / asked 0.50 s · len 0.44
blend 5.41 · genu 1.85 · top1 Ahem
rank 64 · epoch 1 mean composite 0.098 over all 30 prompts — cells below are the best 3 of 30, not typical
0.16 s
comp 0.279 · burst 1 · id 0 · p 0.010
dur 0.13 s / asked 0.30 s · len 0.43
blend 7.09 · genu 2.04 · top1 Ahem
0.24 s
comp 0.263 · burst 1 · id 0 · p 0.015
dur 0.21 s / asked 0.30 s · len 0.70
blend 4.48 · genu 1.32 · top1 Ahem
0.24 s
comp 0.261 · burst 1 · id 0 · p 0.014
dur 0.21 s / asked 0.50 s · len 0.42
blend 6.78 · genu 1.67 · top1 Ahem
Smack One's Lipssmack_one_s_lips
anchor composite 0.003 · baseline 0.171 · best LoRA 0.108 · gain -0.062
⚠ Not measurable. The real recordings of this class score only 0.003 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.20 s
held-out recording
2.22 s
held-out recording
0.20 s
held-out recording
no LoRA (prompt only) mean composite 0.171 over all 30 prompts — cells below are the best 3 of 30, not typical
4.24 s
comp 0.334 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.50 s · len 0.76
blend 4.93 · genu 3.33 · top1 Breathy Giggle
7.20 s
comp 0.309 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.17 · genu 1.98 · top1 Breathy Giggle
7.20 s
comp 0.288 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.30 s · len 0.53
blend 6.49 · genu 2.06 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.108 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.382 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 7.09 · genu 2.13 · top1 Ahem
0.48 s
comp 0.324 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.50 s · len 0.88
blend 4.72 · genu 2.14 · top1 Ahem
3.68 s
comp 0.312 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.80 s · len 0.57
blend 7.02 · genu 2.25 · top1 Wistful Sigh
rank 32 · epoch 3 mean composite 0.039 over all 30 prompts — cells below are the best 3 of 30, not typical
7.12 s
comp 0.283 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 0.30 s · len 0.53
blend 6.59 · genu 1.78 · top1 no_burst
7.20 s
comp 0.258 · burst 0 · id 0 · p 0.000
dur 0.18 s / asked 0.50 s · len 0.36
blend 7.16 · genu 1.71 · top1 no_burst
7.20 s
comp 0.248 · burst 0 · id 0 · p 0.000
dur 0.22 s / asked 0.80 s · len 0.28
blend 7.45 · genu 1.74 · top1 no_burst
rank 64 · epoch 2 mean composite 0.007 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.211 · burst 0 · id 0 · p 0.000
dur 0.14 s / asked 0.50 s · len 0.28
blend 6.58 · genu 0.94 · top1 no_burst
0.16 s
comp 0.000 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 0.30 s · len 0.53
blend 6.22 · genu 1.35 · top1 no_burst
7.20 s
comp 0.000 · burst 1 · id 0 · p 0.000
dur 7.00 s / asked 0.50 s · len 0.00
blend 0.01 · genu 1.17 · top1 Kissing Noises
Gurglinggurgling
anchor composite 0.010 · baseline 0.126 · best LoRA 0.063 · gain -0.063
⚠ Not measurable. The real recordings of this class score only 0.010 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.40 s
held-out recording
0.38 s
held-out recording
4.44 s
held-out recording
no LoRA (prompt only) mean composite 0.126 over all 30 prompts — cells below are the best 3 of 30, not typical
4.96 s
comp 0.346 · burst 1 · id 0 · p 0.000
dur 0.38 s / asked 0.30 s · len 0.73
blend 6.99 · genu 2.38 · top1 Contented Sigh
5.44 s
comp 0.342 · burst 1 · id 0 · p 0.000
dur 0.26 s / asked 0.30 s · len 0.87
blend 6.08 · genu 1.89 · top1 Contented Sigh
5.20 s
comp 0.308 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 3.92 · genu 2.77 · top1 Breathy Giggle
rank 16 · epoch 2 mean composite 0.033 over all 30 prompts — cells below are the best 3 of 30, not typical
0.96 s
comp 0.230 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 1.20 s · len 0.40
blend 5.46 · genu 1.61 · top1 Wistful Sigh
4.08 s
comp 0.230 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.80 s · len 0.40
blend 3.74 · genu 2.99 · top1 Ahem
4.88 s
comp 0.195 · burst 1 · id 0 · p 0.000
dur 0.16 s / asked 2.50 s · len 0.06
blend 6.38 · genu 2.18 · top1 Surprised Gasp
rank 32 · epoch 1 mean composite 0.028 over all 30 prompts — cells below are the best 3 of 30, not typical
0.64 s
comp 0.274 · burst 1 · id 0 · p 0.000
dur 0.20 s / asked 0.30 s · len 0.67
blend 4.12 · genu 2.32 · top1 Ahem
0.48 s
comp 0.205 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 1.80 s · len 0.22
blend 3.84 · genu 3.34 · top1 Low Mumble
0.80 s
comp 0.201 · burst 1 · id 0 · p 0.000
dur 0.20 s / asked 0.80 s · len 0.25
blend 4.45 · genu 2.48 · top1 Surprised Gasp
rank 64 · epoch 1 mean composite 0.063 over all 30 prompts — cells below are the best 3 of 30, not typical
5.76 s
comp 0.314 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.80 s · len 0.78
blend 5.28 · genu 2.14 · top1 Resonant Hum
2.24 s
comp 0.281 · burst 1 · id 0 · p 0.000
dur 0.16 s / asked 0.30 s · len 0.53
blend 5.81 · genu 2.31 · top1 Ahem
3.28 s
comp 0.229 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.80 s · len 0.42
blend 3.78 · genu 2.74 · top1 Low Mumble
Kissing Noiseskissing_noises
anchor composite 0.051 · baseline 0.160 · best LoRA 0.092 · gain -0.068
⚠ Not measurable. The real recordings of this class score only 0.051 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.48 s
held-out recording
5.84 s
held-out recording
3.15 s
held-out recording
no LoRA (prompt only) mean composite 0.160 over all 30 prompts — cells below are the best 3 of 30, not typical
2.56 s
comp 0.389 · burst 1 · id 0 · p 0.000
dur 0.82 s / asked 0.80 s · len 0.97
blend 5.66 · genu 3.25 · top1 Breathy Giggle
7.20 s
comp 0.388 · burst 1 · id 0 · p 0.000
dur 0.43 s / asked 0.50 s · len 0.86
blend 7.00 · genu 3.02 · top1 Breathy Giggle
7.20 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.30 s · len 0.80
blend 5.60 · genu 1.94 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.092 over all 30 prompts — cells below are the best 3 of 30, not typical
6.16 s
comp 0.266 · burst 1 · id 0 · p 0.000
dur 0.66 s / asked 1.80 s · len 0.37
blend 6.91 · genu 2.18 · top1 Soft Hum
7.20 s
comp 0.258 · burst 1 · id 0 · p 0.000
dur 0.87 s / asked 1.80 s · len 0.48
blend 5.20 · genu 2.30 · top1 Resonant Hum
7.20 s
comp 0.255 · burst 0 · id 0 · p 0.001
dur 0.22 s / asked 0.50 s · len 0.44
blend 6.12 · genu 1.80 · top1 no_burst
rank 32 · epoch 1 mean composite 0.039 over all 30 prompts — cells below are the best 3 of 30, not typical
1.68 s
comp 0.298 · burst 1 · id 0 · p 0.000
dur 0.34 s / asked 0.50 s · len 0.68
blend 5.98 · genu 1.71 · top1 Surprised Gasp
3.28 s
comp 0.242 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.80 s · len 0.30
blend 6.71 · genu 1.91 · top1 Wistful Sigh
1.12 s
comp 0.230 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 1.80 s · len 0.29
blend 5.78 · genu 2.25 · top1 Soft Hum
rank 64 · epoch 2 mean composite 0.055 over all 30 prompts — cells below are the best 3 of 30, not typical
2.88 s
comp 0.392 · burst 1 · id 0 · p 0.000
dur 0.47 s / asked 0.50 s · len 0.94
blend 7.30 · genu 2.31 · top1 Ahem
0.40 s
comp 0.328 · burst 1 · id 0 · p 0.000
dur 0.39 s / asked 0.30 s · len 0.70
blend 6.69 · genu 2.18 · top1 Ahem
7.20 s
comp 0.249 · burst 0 · id 0 · p 0.001
dur 0.25 s / asked 0.80 s · len 0.31
blend 7.08 · genu 1.78 · top1 no_burst
Hisshiss
anchor composite 0.007 · baseline 0.159 · best LoRA 0.087 · gain -0.073
⚠ Not measurable. The real recordings of this class score only 0.007 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.88 s
held-out recording
0.94 s
held-out recording
0.90 s
held-out recording
no LoRA (prompt only) mean composite 0.159 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.371 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 5.02 · genu 2.82 · top1 Breathy Giggle
1.04 s
comp 0.344 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 5.51 · genu 2.01 · top1 Breathy Giggle
7.20 s
comp 0.310 · burst 1 · id 0 · p 0.000
dur 0.56 s / asked 0.80 s · len 0.70
blend 4.97 · genu 2.80 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.087 over all 30 prompts — cells below are the best 3 of 30, not typical
4.72 s
comp 0.393 · burst 1 · id 0 · p 0.000
dur 0.80 s / asked 0.80 s · len 1.00
blend 7.07 · genu 2.05 · top1 Contented Sigh
4.80 s
comp 0.341 · burst 1 · id 0 · p 0.001
dur 0.38 s / asked 0.30 s · len 0.73
blend 7.13 · genu 2.08 · top1 Ahem
7.20 s
comp 0.323 · burst 1 · id 0 · p 0.000
dur 0.62 s / asked 0.80 s · len 0.78
blend 4.23 · genu 3.32 · top1 Low Mumble
rank 32 · epoch 3 mean composite 0.022 over all 30 prompts — cells below are the best 3 of 30, not typical
1.12 s
comp 0.226 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 0.80 s · len 0.20
blend 7.06 · genu 1.78 · top1 no_burst
2.40 s
comp 0.215 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 1.80 s · len 0.18
blend 6.19 · genu 2.21 · top1 Ahem
1.52 s
comp 0.206 · burst 1 · id 0 · p 0.000
dur 0.22 s / asked 2.50 s · len 0.09
blend 6.91 · genu 2.02 · top1 Ahem
rank 64 · epoch 3 mean composite 0.042 over all 30 prompts — cells below are the best 3 of 30, not typical
0.88 s
comp 0.310 · burst 1 · id 0 · p 0.004
dur 0.50 s / asked 0.80 s · len 0.62
blend 6.40 · genu 2.30 · top1 Contented Sigh
1.20 s
comp 0.283 · burst 1 · id 0 · p 0.000
dur 0.16 s / asked 0.30 s · len 0.53
blend 6.00 · genu 2.25 · top1 Ahem
1.44 s
comp 0.250 · burst 1 · id 0 · p 0.004
dur 0.72 s / asked 2.50 s · len 0.29
blend 6.68 · genu 2.36 · top1 Contented Sigh
Sharp Whistlesharp_whistle
anchor composite 0.078 · baseline 0.160 · best LoRA 0.086 · gain -0.074
⚠ Not measurable. The real recordings of this class score only 0.078 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
1.34 s
held-out recording
0.72 s
held-out recording
0.20 s
held-out recording
no LoRA (prompt only) mean composite 0.160 over all 30 prompts — cells below are the best 3 of 30, not typical
2.96 s
comp 0.330 · burst 0 · id 0 · p 0.003
dur 0.22 s / asked 0.30 s · len 0.73
blend 6.89 · genu 1.80 · top1 no_burst
5.12 s
comp 0.324 · burst 1 · id 0 · p 0.001
dur 0.40 s / asked 0.30 s · len 0.67
blend 6.64 · genu 2.32 · top1 Contented Sigh
1.28 s
comp 0.322 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.80 s · len 0.65
blend 6.09 · genu 2.80 · top1 Breathy Giggle
rank 16 · epoch 1 mean composite 0.067 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.323 · burst 1 · id 0 · p 0.037
dur 0.48 s / asked 0.80 s · len 0.60
blend 8.38 · genu 1.40 · top1 Surprised Gasp
0.64 s
comp 0.320 · burst 1 · id 0 · p 0.010
dur 0.22 s / asked 0.30 s · len 0.73
blend 6.81 · genu 1.49 · top1 Surprised Gasp
0.64 s
comp 0.310 · burst 1 · id 0 · p 0.014
dur 0.18 s / asked 0.30 s · len 0.60
blend 7.48 · genu 1.62 · top1 Surprised Gasp
rank 32 · epoch 2 mean composite 0.073 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.325 · burst 1 · id 0 · p 0.013
dur 0.22 s / asked 0.30 s · len 0.73
blend 6.96 · genu 1.56 · top1 Surprised Gasp
1.12 s
comp 0.298 · burst 1 · id 0 · p 0.017
dur 0.14 s / asked 0.30 s · len 0.47
blend 8.12 · genu 1.70 · top1 Surprised Gasp
1.36 s
comp 0.282 · burst 1 · id 0 · p 0.027
dur 1.08 s / asked 1.80 s · len 0.60
blend 6.12 · genu 1.58 · top1 Yawn
rank 64 · epoch 2 mean composite 0.086 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.338 · burst 1 · id 0 · p 0.020
dur 0.21 s / asked 0.30 s · len 0.70
blend 7.98 · genu 1.55 · top1 Surprised Gasp
0.72 s
comp 0.335 · burst 1 · id 0 · p 0.039
dur 0.46 s / asked 0.80 s · len 0.57
blend 9.07 · genu 1.56 · top1 Wistful Sigh
0.48 s
comp 0.302 · burst 1 · id 0 · p 0.017
dur 0.27 s / asked 0.50 s · len 0.54
blend 7.63 · genu 1.68 · top1 Surprised Gasp
Deep Breathingdeep_breathing
anchor composite 0.018 · baseline 0.198 · best LoRA 0.113 · gain -0.085
⚠ Not measurable. The real recordings of this class score only 0.018 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
5.81 s
held-out recording
0.26 s
held-out recording
0.48 s
held-out recording
no LoRA (prompt only) mean composite 0.198 over all 30 prompts — cells below are the best 3 of 30, not typical
2.72 s
comp 0.374 · burst 1 · id 0 · p 0.000
dur 0.48 s / asked 0.50 s · len 0.96
blend 5.38 · genu 2.99 · top1 Chuckle
2.72 s
comp 0.365 · burst 1 · id 0 · p 0.000
dur 0.46 s / asked 0.50 s · len 0.92
blend 6.02 · genu 2.42 · top1 Breathy Giggle
4.96 s
comp 0.330 · burst 1 · id 0 · p 0.000
dur 0.36 s / asked 0.30 s · len 0.80
blend 5.77 · genu 2.18 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.113 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.367 · burst 1 · id 0 · p 0.000
dur 0.50 s / asked 0.50 s · len 1.00
blend 5.45 · genu 2.32 · top1 Contented Sigh
7.20 s
comp 0.344 · burst 0 · id 0 · p 0.000
dur 0.23 s / asked 0.30 s · len 0.77
blend 7.26 · genu 1.80 · top1 no_burst
7.20 s
comp 0.342 · burst 1 · id 0 · p 0.000
dur 0.44 s / asked 0.50 s · len 0.88
blend 5.92 · genu 1.91 · top1 Ahem
rank 32 · epoch 2 mean composite 0.087 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.342 · burst 1 · id 0 · p 0.001
dur 0.60 s / asked 0.80 s · len 0.75
blend 7.09 · genu 2.00 · top1 Wistful Sigh
0.80 s
comp 0.307 · burst 1 · id 0 · p 0.002
dur 0.34 s / asked 0.50 s · len 0.68
blend 6.14 · genu 1.92 · top1 Contented Sigh
1.36 s
comp 0.265 · burst 1 · id 0 · p 0.001
dur 0.51 s / asked 0.30 s · len 0.30
blend 7.66 · genu 2.05 · top1 Wistful Sigh
rank 64 · epoch 1 mean composite 0.059 over all 30 prompts — cells below are the best 3 of 30, not typical
1.04 s
comp 0.359 · burst 1 · id 0 · p 0.001
dur 0.28 s / asked 0.30 s · len 0.93
blend 6.43 · genu 1.77 · top1 Contented Sigh
4.64 s
comp 0.271 · burst 1 · id 0 · p 0.001
dur 0.32 s / asked 0.80 s · len 0.40
blend 7.07 · genu 1.98 · top1 Contented Sigh
0.96 s
comp 0.263 · burst 1 · id 0 · p 0.004
dur 0.58 s / asked 1.20 s · len 0.48
blend 5.91 · genu 1.93 · top1 Wistful Sigh
Lip Smacklip_smack
anchor composite 0.004 · baseline 0.186 · best LoRA 0.100 · gain -0.086
⚠ Not measurable. The real recordings of this class score only 0.004 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
7.72 s
held-out recording
5.37 s
held-out recording
2.91 s
held-out recording
no LoRA (prompt only) mean composite 0.186 over all 30 prompts — cells below are the best 3 of 30, not typical
2.56 s
comp 0.350 · burst 1 · id 0 · p 0.005
dur 0.68 s / asked 0.80 s · len 0.85
blend 6.27 · genu 2.19 · top1 Contented Sigh
7.20 s
comp 0.347 · burst 1 · id 0 · p 0.000
dur 0.52 s / asked 0.50 s · len 0.96
blend 4.51 · genu 2.58 · top1 Breathy Giggle
7.20 s
comp 0.330 · burst 1 · id 0 · p 0.001
dur 0.34 s / asked 0.30 s · len 0.87
blend 4.35 · genu 2.78 · top1 Chuckle
rank 16 · epoch 1 mean composite 0.100 over all 30 prompts — cells below are the best 3 of 30, not typical
5.28 s
comp 0.323 · burst 1 · id 0 · p 0.005
dur 0.32 s / asked 0.50 s · len 0.64
blend 7.21 · genu 2.01 · top1 Contented Sigh
7.20 s
comp 0.313 · burst 0 · id 0 · p 0.005
dur 0.78 s / asked 0.50 s · len 0.44
blend 8.07 · genu 2.53 · top1 no_burst
7.12 s
comp 0.308 · burst 0 · id 0 · p 0.031
dur 0.38 s / asked 0.30 s · len 0.73
blend 5.93 · genu 1.72 · top1 no_burst
rank 32 · epoch 1 mean composite 0.044 over all 30 prompts — cells below are the best 3 of 30, not typical
6.72 s
comp 0.315 · burst 1 · id 0 · p 0.005
dur 0.44 s / asked 0.30 s · len 0.53
blend 7.45 · genu 2.37 · top1 Soft Hum
4.96 s
comp 0.292 · burst 1 · id 0 · p 0.006
dur 0.96 s / asked 1.80 s · len 0.53
blend 6.44 · genu 2.29 · top1 Deep Breath
4.32 s
comp 0.286 · burst 0 · id 0 · p 0.055
dur 0.20 s / asked 0.30 s · len 0.67
blend 6.02 · genu 1.29 · top1 no_burst
rank 64 · epoch 3 mean composite 0.035 over all 30 prompts — cells below are the best 3 of 30, not typical
5.12 s
comp 0.251 · burst 0 · id 0 · p 0.027
dur 0.14 s / asked 0.30 s · len 0.47
blend 5.98 · genu 1.51 · top1 no_burst
5.28 s
comp 0.223 · burst 1 · id 0 · p 0.015
dur 0.44 s / asked 2.50 s · len 0.18
blend 6.70 · genu 2.14 · top1 Contented Sigh
4.56 s
comp 0.209 · burst 0 · id 0 · p 0.033
dur 0.42 s / asked 1.80 s · len 0.23
blend 6.15 · genu 1.57 · top1 no_burst
Soft Whistlesoft_whistle
anchor composite 0.017 · baseline 0.156 · best LoRA 0.063 · gain -0.092
⚠ Not measurable. The real recordings of this class score only 0.017 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.22 s
held-out recording
0.32 s
held-out recording
6.50 s
held-out recording
no LoRA (prompt only) mean composite 0.156 over all 30 prompts — cells below are the best 3 of 30, not typical
4.56 s
comp 0.324 · burst 1 · id 0 · p 0.007
dur 0.52 s / asked 0.50 s · len 0.96
blend 4.18 · genu 1.95 · top1 Wistful Sigh
6.96 s
comp 0.301 · burst 1 · id 0 · p 0.016
dur 0.32 s / asked 0.50 s · len 0.64
blend 5.91 · genu 2.19 · top1 Contented Sigh
1.04 s
comp 0.301 · burst 1 · id 0 · p 0.021
dur 0.40 s / asked 0.30 s · len 0.67
blend 5.82 · genu 2.04 · top1 Soft Hum
rank 16 · epoch 2 mean composite 0.063 over all 30 prompts — cells below are the best 3 of 30, not typical
0.48 s
comp 0.338 · burst 1 · id 0 · p 0.087
dur 0.32 s / asked 0.30 s · len 0.93
blend 6.05 · genu 1.22 · top1 Surprised Gasp
0.56 s
comp 0.248 · burst 1 · id 0 · p 0.086
dur 0.32 s / asked 0.80 s · len 0.40
blend 6.85 · genu 1.25 · top1 Surprised Gasp
0.40 s
comp 0.246 · burst 1 · id 0 · p 0.046
dur 0.14 s / asked 0.30 s · len 0.47
blend 5.90 · genu 1.39 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.039 over all 30 prompts — cells below are the best 3 of 30, not typical
2.48 s
comp 0.256 · burst 1 · id 0 · p 0.042
dur 0.52 s / asked 1.80 s · len 0.29
blend 8.25 · genu 1.34 · top1 Soft Hum
0.40 s
comp 0.249 · burst 1 · id 0 · p 0.047
dur 0.13 s / asked 0.30 s · len 0.43
blend 6.39 · genu 1.37 · top1 Surprised Gasp
0.32 s
comp 0.242 · burst 1 · id 0 · p 0.088
dur 0.24 s / asked 0.80 s · len 0.30
blend 7.43 · genu 1.34 · top1 Surprised Gasp
rank 64 · epoch 1 mean composite 0.031 over all 30 prompts — cells below are the best 3 of 30, not typical
1.84 s
comp 0.329 · burst 1 · id 0 · p 0.044
dur 0.56 s / asked 0.50 s · len 0.88
blend 6.15 · genu 1.18 · top1 Exhausted Groan
0.88 s
comp 0.227 · burst 1 · id 0 · p 0.060
dur 0.16 s / asked 0.80 s · len 0.20
blend 7.80 · genu 1.23 · top1 Surprised Gasp
0.56 s
comp 0.202 · burst 1 · id 0 · p 0.052
dur 0.32 s / asked 1.20 s · len 0.27
blend 6.09 · genu 1.09 · top1 Surprised Gasp
Licking Soundlicking_sound
anchor composite 0.000 · baseline 0.162 · best LoRA 0.041 · gain -0.121
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
5.58 s
held-out recording
0.46 s
held-out recording
0.20 s
held-out recording
no LoRA (prompt only) mean composite 0.162 over all 30 prompts — cells below are the best 3 of 30, not typical
3.44 s
comp 0.324 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 4.44 · genu 3.01 · top1 Breathy Giggle
2.16 s
comp 0.321 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.30 s · len 0.67
blend 6.67 · genu 2.16 · top1 Contented Sigh
7.20 s
comp 0.317 · burst 1 · id 0 · p 0.000
dur 0.54 s / asked 0.50 s · len 0.92
blend 3.71 · genu 2.34 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.025 over all 30 prompts — cells below are the best 3 of 30, not typical
1.76 s
comp 0.223 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 0.80 s · len 0.20
blend 6.84 · genu 1.84 · top1 no_burst
2.56 s
comp 0.184 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 2.50 s · len 0.10
blend 6.38 · genu 1.49 · top1 Ahem
1.20 s
comp 0.119 · burst 1 · id 0 · p 0.000
dur 0.26 s / asked 1.20 s · len 0.22
blend 2.69 · genu 0.88 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.035 over all 30 prompts — cells below are the best 3 of 30, not typical
3.28 s
comp 0.330 · burst 0 · id 0 · p 0.000
dur 0.50 s / asked 0.80 s · len 0.62
blend 7.27 · genu 2.38 · top1 no_burst
2.24 s
comp 0.270 · burst 1 · id 0 · p 0.000
dur 0.20 s / asked 0.50 s · len 0.40
blend 7.12 · genu 1.92 · top1 Ahem
6.40 s
comp 0.250 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.80 s · len 0.30
blend 7.18 · genu 1.85 · top1 Ahem
rank 64 · epoch 3 mean composite 0.041 over all 30 prompts — cells below are the best 3 of 30, not typical
6.48 s
comp 0.363 · burst 1 · id 0 · p 0.000
dur 0.40 s / asked 0.50 s · len 0.80
blend 7.24 · genu 2.33 · top1 Sharp Inhale
1.36 s
comp 0.266 · burst 1 · id 0 · p 0.000
dur 0.30 s / asked 0.80 s · len 0.38
blend 6.84 · genu 2.18 · top1 Contented Sigh
1.12 s
comp 0.231 · burst 1 · id 0 · p 0.000
dur 0.14 s / asked 1.80 s · len 0.08
blend 8.18 · genu 2.06 · top1 Surprised Gasp
Person Whistling Playfullyperson_whistling_playfully
anchor composite 0.011 · baseline 0.198 · best LoRA 0.060 · gain -0.138
⚠ Not measurable. The real recordings of this class score only 0.011 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
0.18 s
held-out recording
0.14 s
held-out recording
5.05 s
held-out recording
no LoRA (prompt only) mean composite 0.198 over all 30 prompts — cells below are the best 3 of 30, not typical
7.20 s
comp 0.345 · burst 1 · id 0 · p 0.003
dur 0.24 s / asked 0.30 s · len 0.80
blend 6.53 · genu 2.17 · top1 Contented Sigh
4.24 s
comp 0.327 · burst 1 · id 0 · p 0.002
dur 0.40 s / asked 0.50 s · len 0.80
blend 4.90 · genu 2.73 · top1 Breathy Giggle
7.20 s
comp 0.305 · burst 1 · id 0 · p 0.001
dur 0.36 s / asked 0.50 s · len 0.72
blend 5.51 · genu 2.04 · top1 Contented Sigh
rank 16 · epoch 1 mean composite 0.060 over all 30 prompts — cells below are the best 3 of 30, not typical
0.80 s
comp 0.321 · burst 1 · id 0 · p 0.022
dur 0.38 s / asked 0.30 s · len 0.73
blend 7.15 · genu 1.23 · top1 Surprised Gasp
0.88 s
comp 0.269 · burst 1 · id 0 · p 0.007
dur 0.58 s / asked 0.80 s · len 0.72
blend 4.71 · genu 1.20 · top1 Surprised Gasp
0.80 s
comp 0.257 · burst 1 · id 0 · p 0.019
dur 0.20 s / asked 0.30 s · len 0.67
blend 4.83 · genu 1.08 · top1 Surprised Gasp
rank 32 · epoch 3 mean composite 0.014 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.234 · burst 1 · id 0 · p 0.026
dur 0.16 s / asked 0.50 s · len 0.32
blend 6.80 · genu 1.37 · top1 Surprised Gasp
0.40 s
comp 0.191 · burst 1 · id 0 · p 0.021
dur 0.16 s / asked 2.50 s · len 0.06
blend 7.01 · genu 1.51 · top1 Surprised Gasp
0.16 s
comp 0.000 · burst 1 · id 0 · p 0.026
dur 0.16 s / asked 0.30 s · len 0.53
blend 6.94 · genu 1.10 · top1 Surprised Gasp
rank 64 · epoch 2 mean composite 0.024 over all 30 prompts — cells below are the best 3 of 30, not typical
0.40 s
comp 0.306 · burst 1 · id 0 · p 0.029
dur 0.33 s / asked 0.50 s · len 0.66
blend 6.99 · genu 1.38 · top1 Surprised Gasp
0.48 s
comp 0.217 · burst 1 · id 0 · p 0.023
dur 0.34 s / asked 2.50 s · len 0.14
blend 7.82 · genu 1.33 · top1 Surprised Gasp
0.40 s
comp 0.199 · burst 1 · id 0 · p 0.022
dur 0.13 s / asked 2.50 s · len 0.05
blend 7.47 · genu 1.59 · top1 Surprised Gasp
Slurping Noisesslurping_noises
anchor composite 0.000 · baseline 0.180 · best LoRA 0.025 · gain -0.154
⚠ Not measurable. The real recordings of this class score only 0.000 — the locator/classifier does not recognise this event even when it is genuinely present, so the gain below carries no information. Judge this class by ear only.
real recordings
7.00 s
held-out recording
7.89 s
held-out recording
1.02 s
held-out recording
no LoRA (prompt only) mean composite 0.180 over all 30 prompts — cells below are the best 3 of 30, not typical
3.52 s
comp 0.395 · burst 1 · id 0 · p 0.000
dur 0.78 s / asked 0.80 s · len 0.97
blend 6.00 · genu 3.20 · top1 Breathy Giggle
1.76 s
comp 0.355 · burst 1 · id 0 · p 0.000
dur 0.88 s / asked 0.80 s · len 0.90
blend 4.81 · genu 3.15 · top1 Breathy Giggle
4.08 s
comp 0.354 · burst 1 · id 0 · p 0.000
dur 0.32 s / asked 0.30 s · len 0.93
blend 5.90 · genu 1.98 · top1 Contented Sigh
rank 16 · epoch 2 mean composite 0.022 over all 30 prompts — cells below are the best 3 of 30, not typical
0.72 s
comp 0.239 · burst 1 · id 0 · p 0.000
dur 0.24 s / asked 0.80 s · len 0.30
blend 6.45 · genu 1.99 · top1 Contented Sigh
7.20 s
comp 0.226 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 0.80 s · len 0.20
blend 6.65 · genu 2.12 · top1 no_burst
0.96 s
comp 0.202 · burst 0 · id 0 · p 0.000
dur 0.20 s / asked 2.50 s · len 0.08
blend 6.90 · genu 1.91 · top1 no_burst
rank 32 · epoch 3 mean composite 0.011 over all 30 prompts — cells below are the best 3 of 30, not typical
2.80 s
comp 0.210 · burst 0 · id 0 · p 0.000
dur 0.16 s / asked 1.80 s · len 0.09
blend 7.35 · genu 1.81 · top1 no_burst
2.72 s
comp 0.106 · burst 1 · id 0 · p 0.000
dur 0.78 s / asked 0.30 s · len 0.00
blend 3.29 · genu 1.62 · top1 Surprised Gasp
1.04 s
comp 0.000 · burst 0 · id 0 · p 0.002
dur 1.04 s / asked 0.30 s · len 0.00
blend 7.02 · genu 2.44 · top1 no_burst
rank 64 · epoch 3 mean composite 0.025 over all 30 prompts — cells below are the best 3 of 30, not typical