Evolving prompt+sampling to push VoiceNet dimension ESTH in the high direction with the vn_ESTH__high LoRA. Steering phrase: a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
Best in-direction score 0.706 at 100% vs neutral 0.496 (shift +0.211).
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 0.515 (raw 0.52)
WER 0.09 · genu 0.09
λ=50% — dir 0.602 (raw 0.60)
WER 0.42 · genu 0.07
λ=100% — dir 0.706 (raw 0.71)
WER 0.14 · genu 0.11
GENERAL: A voice that is strongly a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
SCRIPT: (markedly a voice with strongly pronounced esthetics, esthetics-forward and unmistakable) "The meeting is scheduled for three o'clock on Tuesday afternoon." · temp 1.1 top_p 0.95 top_k 25
Other evolved recipes (100%)
— dir 0.691 (raw 0.69)
WER 0.30 · genu 0.05
A voice that is extremely a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
— dir 0.672 (raw 0.67)
WER 0.47 · genu 0.18
A voice that is extremely a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
— dir 0.667 (raw 0.67)
WER 0.26 · genu 0.10
A voice that is strongly a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
— dir 0.654 (raw 0.65)
WER 0.17 · genu 0.13
A voice that is extremely a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.
— dir 0.645 (raw 0.64)
WER 0.11 · genu 0.09
A voice that is clearly a voice with strongly pronounced esthetics, esthetics-forward and unmistakable.