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arXiv preprint arXiv:2509.16990 , year=

Advancing Speech Understanding in Speech-Aware Language Models with GRPO , author= · arXiv 2509.16990

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FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

eess.AS · 2026-05-26 · unverdicted · novelty 4.0

FSA-GRPO applies reinforcement learning with a few-shot-aware reward to auditory LLMs, improving few-shot performance on children's ASR, speech translation, and audio tasks when trained only on adult data.

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  • FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations eess.AS · 2026-05-26 · unverdicted · none · ref 46

    FSA-GRPO applies reinforcement learning with a few-shot-aware reward to auditory LLMs, improving few-shot performance on children's ASR, speech translation, and audio tasks when trained only on adult data.