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Amusement

Best adapter: rank 64, checkpoint seen 5000 · EmoNet-z +1.48 (baseline -0.51) · blend 0.133 · genu 0.22 · speaker-sim 0.129.

Instruction prompt: GENERAL: Bursting with laughter, delighted and giddy, barely able to keep it together. SCRIPT: (delighted) The train leaves at seven. (delighted) If we don't leave now, we'll miss it.

Five neutral sentences, each in English / Deutsch / Français, no reference vs with emotion reference (a same-emotion training clip supplies the voice; the prompt applies the emotion).

Each cell = 5 seeds. We show mean±std of the emotion score and play the highest and lowest seed (top = strongest emotion, bottom = weakest), since a fixed seed pins the sampling and single clips vary.

Sentence 1

English
Deutsch
Français
no reference
z mean -0.51 ±0.01 · bl 0.1 · gn 0.1
▲ high -0.50
▼ low -0.51
z mean +0.18 ±0.89 · bl 0.2 · gn 0.1
▲ high +1.65
▼ low -0.51
z mean +0.78 ±1.08 · bl 0.4 · gn 0.1
▲ high +1.86
▼ low -0.51
with emo reference
z mean +0.32 ±1.65 · bl 0.1 · gn 0.1
▲ high +3.61
▼ low -0.51
z mean +0.11 ±1.16 · bl 0.1 · gn 0.1
▲ high +2.43
▼ low -0.52
z mean -0.08 ±0.46 · bl 0.3 · gn 0.2
▲ high +0.67
▼ low -0.51

Sentence 2

English
Deutsch
Français
no reference
z mean +2.62 ±1.63 · bl 0.4 · gn 0.1
▲ high +4.00
▼ low -0.51
z mean +1.18 ±1.13 · bl 0.2 · gn 0.1
▲ high +2.89
▼ low -0.51
z mean +0.50 ±1.32 · bl 0.5 · gn 0.2
▲ high +2.77
▼ low -0.51
with emo reference
z mean +2.86 ±1.09 · bl 0.4 · gn 0.1
▲ high +3.85
▼ low +1.02
z mean +2.36 ±0.43 · bl 0.2 · gn 0.1
▲ high +3.10
▼ low +1.95
z mean +2.95 ±1.54 · bl 0.3 · gn 0.3
▲ high +4.00
▼ low -0.07

Sentence 3

English
Deutsch
Français
no reference
z mean +1.28 ±1.69 · bl 0.1 · gn 0.2
▲ high +4.00
▼ low -0.51
z mean +0.11 ±0.99 · bl 0.3 · gn 0.1
▲ high +2.03
▼ low -0.51
z mean -0.51 ±0.00 · bl 0.5 · gn 0.1
▲ high -0.51
▼ low -0.51
with emo reference
z mean +1.96 ±1.62 · bl 0.2 · gn 0.2
▲ high +4.00
▼ low -0.51
z mean +1.84 ±1.45 · bl 0.2 · gn 0.1
▲ high +4.00
▼ low +0.14
z mean -0.32 ±0.38 · bl 0.3 · gn 0.2
▲ high +0.43
▼ low -0.51

Sentence 4

English
Deutsch
Français
no reference
z mean +0.90 ±1.17 · bl 0.1 · gn 0.1
▲ high +2.36
▼ low -0.47
z mean +1.23 ±1.59 · bl 0.2 · gn 0.2
▲ high +4.00
▼ low -0.51
z mean +1.41 ±0.91 · bl 0.3 · gn 0.2
▲ high +2.30
▼ low -0.29
with emo reference
z mean +1.28 ±2.06 · bl 0.1 · gn 0.2
▲ high +4.00
▼ low -0.50
z mean +2.08 ±1.74 · bl 0.3 · gn 0.2
▲ high +4.00
▼ low -0.15
z mean +2.81 ±0.72 · bl 0.3 · gn 0.2
▲ high +4.00
▼ low +1.87

Sentence 5

English
Deutsch
Français
no reference
z mean +1.51 ±0.84 · bl 0.1 · gn 0.1
▲ high +2.88
▼ low +0.41
z mean +1.59 ±1.14 · bl 0.4 · gn 0.1
▲ high +2.89
▼ low -0.35
z mean -0.07 ±0.43 · bl 0.3 · gn 0.1
▲ high +0.48
▼ low -0.50
with emo reference
z mean +1.59 ±1.26 · bl 0.1 · gn 0.1
▲ high +4.00
▼ low +0.45
z mean +1.98 ±1.23 · bl 0.2 · gn 0.1
▲ high +4.00
▼ low +0.32
z mean +0.22 ±0.79 · bl 0.4 · gn 0.1
▲ high +1.65
▼ low -0.51