Evolving prompt+sampling to push VoiceNet dimension VALS in the high direction with the vn_VALS__high LoRA. Steering phrase: a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
Best in-direction score 0.630 at 100% vs neutral 0.362 (shift +0.268).
Method & reproducibility — how the evolution ran
Base model:laion/moss-tts-local-transformer-4.55b-voice-acting-v2 · LoRA: the new VoiceNet-dimension LoRAvn_<CODE>__<high|low> (retrained with ≤25% game-character data, rank 32), applied via PEFT adapter scaling at strength λ. Algorithm: genetic search — population 12, 10 generations, elitism (top 5). During evolution every genome is generated best-of-6with the LoRA at λ=100%; its fitness = the mean over those 6 candidates of the target VoiceNet dimension score in the intended direction (for a __high LoRA the raw score; for __low, 1−score), minus 0.2·max(0, WER−0.6). Genome (what evolves): the GENERAL voice description, the SCRIPT cue, the carrier sentence, and the sampling params (temperature, top_p, top_k). λ is fixed at 100% during the search. Mutation operators: 40% regenerate description, 25% swap carrier, 17% jitter temperature ±0.1, 18% change top_k. Offspring = 60% crossover + mutation, 40% mutation. Dose measurement (below): the winning recipe is then re-generated at λ=0 (LoRA OFF), λ=50% and λ=100% (each best-of-6) to show exactly what 50% vs 100% of the LoRA brings over the no-LoRA baseline.
Dose — what 50% vs 100% brings (top recipe)
λ=0 (no LoRA) — dir 0.473 (raw 0.47)
WER 0.27 · genu 0.12
λ=50% — dir 0.477 (raw 0.48)
WER 0.09 · genu 0.04
λ=100% — dir 0.630 (raw 0.63)
WER 0.14 · genu 0.10
GENERAL: A voice that is extremely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
SCRIPT: (extremely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable) "The train leaves from platform four every hour on the hour." · temp 1.05 top_p 0.9 top_k 25
Other evolved recipes (100%)
— dir 0.627 (raw 0.63)
WER 0.56 · genu 0.17
A voice that is extremely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
— dir 0.624 (raw 0.62)
WER 0.57 · genu 0.08
A voice that is intensely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
— dir 0.616 (raw 0.62)
WER 0.07 · genu 0.11
A voice that is extremely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
— dir 0.614 (raw 0.61)
WER 0.28 · genu 0.10
A voice that is strongly a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.
— dir 0.647 (raw 0.65)
WER 0.79 · genu 0.21
A voice that is extremely a voice with strongly pronounced valence shift, valence shift-forward and unmistakable.