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cs.CL2025

LexGenius: An Expert-Level Benchmark for Large Language Models in Legal General Intelligence

Wenjin Liu, Haoran Luo, Xin Feng +6

Legal general intelligence (GI) refers to artificial intelligence (AI) that encompasses legal understanding, reasoning, and decision-making, simulating the expertise of legal exper…

cs.CL2025

Prompt-R1: Collaborative Automatic Prompting Framework via End-to-end Reinforcement Learning

Wenjin Liu, Haoran Luo, Xueyuan Lin +5

Recently, advanced large language models (LLMs) have emerged at an increasingly rapid pace. However, when faced with complex problems, most users are often unable to provide accura…

cs.CL2025

MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses

Tong Chen, Zimu Wang, Yiyi Miao +6

Medical fact-checking has become increasingly critical as more individuals seek medical information online. However, existing datasets predominantly focus on human-generated conten…

cs.DB2025

From Stimuli to Minds: Enhancing Psychological Reasoning in LLMs via Bilateral Reinforcement Learning

Yichao Feng, Haoran Luo, Lang Feng +2

Large Language Models show promise in emotion understanding, social reasoning, and empathy, yet they struggle with psychologically grounded tasks that require inferring implicit me…

cs.CL2025

A Cognitive Writing Perspective for Constrained Long-Form Text Generation

Kaiyang Wan, Honglin Mu, Rui Hao +3

Like humans, Large Language Models (LLMs) struggle to generate high-quality long-form text that adheres to strict requirements in a single pass. This challenge is unsurprising, as…