Author

Yi-Xin Zhang

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Oct 2026

Toward fairer large language models: a divergence-reflection-convergence framework for mitigating cognitive bias

Cognitive bias in large language models (LLMs) undermines their reliability due to the practical limitations of existing mitigation methods. This study introduces a divergence-reflection-convergence (DRC) framework, which leverages a computationally efficient and inference-time strategy designed to identify and mit...

W. Liu, Yi-Xin Zhang · Internet Research · 0 citations

#natural language process... Preprint Sep 2026

ProMediConv: Benchmarking Proactive Conversational Agents in Legal Dispute Mediation

ProMediConv is introduced, a novel benchmarking framework that models mediation as a proactive, multi-stage, and party-aware dialogue process incorporating 11 mediation strategies and four party behavior pattern (BP) states and proposes MAD (Mean Attribute Difference), a fine-grained metric that captures BP shifts thro...

Ze-Sheng Wei, Meng-Fan Li, Wen-Hao Liu et al. · 0 citations