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NegEval-Audio

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05:54
2026-07-16
machinebrief.com
artificial-intelligence

Why Your Audio Model Can't Say 'No'

Audio-language embedding models like CLAP fail to understand negation, causing performance to drop below chance on tasks that require identifying the absence of a sound, according to a new evaluation …

05:39
2026-07-15
machinebrief.com
artificial-intelligence

Audio-Language Models Can't Handle Negation. Here's Why It Matters.

Audio-language models like CLAP fail to handle negation, with accuracy on negation tasks dropping below chance levels, according to a new evaluation framework called NegEval-Audio. Researchers found t…

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