Best-of-$N$ TTS Evaluation is Confounded by ASR Family Alignment

Taehyung Yu, Seongjae Kang

Best-of-$N$ (BoN) inference improves content consistency in zero-shot text-to-speech by selecting among multiple candidates with an automatic speech recognition (ASR) verifier. We…