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News/Preference-Aware Pareto Steering for Multi-Task Speech LLMs
arxiv
PublishedOctober 21, 2026 at 4:00 AM

Preference-Aware Pareto Steering for Multi-Task Speech LLMs

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arXiv:2610.27200v1 Announce Type: new Abstract: Speech large language models (LLMs) perform multiple tasks, including automatic speech recognition (ASR), timestamp prediction (TS), and speech translation (ST). Joint training of speech LLMs creates task trade-offs, yet standard training with fixed lo

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