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TAC: Timestamped Audio Captioning

TAC generates temporally grounded audio captions via synthetic training, reducing hallucinations and outperforming competitors in detection and dense captioning; cascading it with LLMs achieves state-of-the-art audio and audio-visual reasoning.

Sonal Kumar, Prem Seetharaman, Ke Chen, Oriol Nieto and 7 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5