Abdul Basit Tonmoy

Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding

A case where the corpus does nothing is reported, and what does is identified: adding a lexical-speech round to a frozen-base multimodal embedding model raises zero-shot keyword spotting while reducing speech-emotion recognition.