eess.AS · 2026-07-15 · No. 54

Audio and Speech Processing, 2026-07-15.

1 new papers in eess.AS. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    The Sound of Absence: Audio-Language Embedding Models Struggle with Negation

    Chun-Yi Kuan, Hung-yi Lee

    eess.AS · cs.AI · cs.CL · cs.LG · cs.SD

    Audio-language embedding models such as CLAP are widely evaluated on matching present sound events, but rarely on negation. We show this affirmation-only evaluation hides a key limitation: these models fail to encode negated sound concepts, mapping affirmative and negated captions to nearly identical representations. To expose this blind spot, we introduce NegEval-Audio, a framework that converts existing datasets into two negation-aware...

    arxiv.org/abs/2607.12290 · PDF

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