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Author

Junying Chen

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#natural language process... Preprint Oct 2026

Legal-R1: Agentic Retrieval for Evidence-Based Legal Reasoning

Legal question answering requires answers that are not only plausible, but also grounded in legally valid and citable evidence. Standard retrieval-augmented generation often relies on one-shot semantic matching, which is insufficient when legal evidence must be selected according to authority, applicability, and divers...

Huai-Wen Pang, Jiale Han, Junying Chen et al. · 0 citations
#artificial intelligence Preprint Oct 2026

HuatuoGPT-3: RL-Only Domain Adaptation from Base Models

One-stage Policy Optimization (OnePO), which treats teacher outputs as transient guidance for policy improvement, is proposed, which combines Adaptive Objective Evolution to strengthen learning on informative low-probability teacher tokens and Teacher Retirement to discard teacher outputs once the current policy can su...

Junying Chen, Xin-Yuan Xie, Zi-Niu Li et al. · 0 citations

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