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The Right Source Is Not Enough: Understanding History Interference in Speech-LLM Memory

Paper recorded by Signals 4 on 2026-11-03 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-11-03 on arXiv · recorded by Signals 4 on 2026-11-04

Category: cs.CL · 自然语言处理 · first seen 2026-11-04

Abstract

Speech large language models retain audio history to support multi-turn conversations. Yet remembering an event does not ensure that its information is used only when relevant. We investigate why irrelevant historical audio changes answers even when the queried event remains represented. Controlled experiments on MOSS-Audio and MiMo-Audio show that historical values direct errors toward specific c

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#6 most recent of 628 cs.CL papers we have recorded · ↑ newer: GM League Arena: An Interactive Long-Horizon Task Benchmark Based on P · ↓ older: ToolSpace: Scaling Tool-Centric Environment Synthesis for Long-Horizon

Cite this page: The Right Source Is Not Enough: Understanding History Interference in Speech-LLM Memory: the #6 most recent of 628 cs.CL papers we have recorded (as of 2026-11-03). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/the-right-source-is-not-enough-understanding-history-interference-in-speech-llm-.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json

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