prototype-alignment

This paper introduces LOPA, a lightweight framework for spoken language assessment that uses latent ordinal prototype alignment and semantic-anchored layer routing on a frozen Whisper encoder, achieving performance comparable to billion-parameter models without LLM fine-tuning.