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Beyond Answer Changes: Matched Same-Class Controls for Local Audio Evidence

Paper recorded by Signals 4 on 2026-10-27 in cs.AI. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-27 on arXiv · recorded by Signals 4 on 2026-10-28

Category: cs.AI · 人工智能 · first seen 2026-10-28

Abstract

For audio-language models, an answer change after a local sound-event edit can reflect a response to the event's class, sensitivity to waveform rewriting, or both. We compare matched same-class and different-class replacements of a queried event. Both use the same interval, level estimate, donor fitting, and crossfade, while the same-class replacement preserves the correct answer. Across 600 synth

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#110 most recent of 940 cs.AI papers we have recorded · ↑ newer: VideoLVR: Latent Visual Reasoning over Grounded Video Evidence · ↓ older: MoI-Bench: A Benchmark for Image Generation and Editing on Mobile Devi
Cite this page: Beyond Answer Changes: Matched Same-Class Controls for Local Audio Evidence: the #110 most recent of 940 cs.AI papers we have recorded (as of 2026-10-27). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/beyond-answer-changes-matched-same-class-controls-for-local-audio-evidence.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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