Karim El Khoury

LEVERAGING PREDICTION ENTROPY FOR AUTOMATIC PROMPT WEIGHTING IN ZERO-SHOT AUDIO-LANGUAGE CLASSIFICATION

Audio-language models have recently demonstrated strong zero-shot capabilities by leveraging natural-language supervision to classify audio events without labeled training data. Yet, their performance is highly sensitive to the wording of text prompts, with small variations leading to large fluctuat…