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cs.AI2025
A2R: An Asymmetric Two-Stage Reasoning Framework for Parallel Reasoning
Ziqi Wang, Boye Niu, Zhongli Li +7
Recent Large Reasoning Models have achieved significant improvements in complex task-solving capabilities by allocating more computation at the inference stage with a "thinking lon…
cs.AI2025
L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit
Boqin Yuan, Ziqi Wang
Large language models are increasingly deployed for legal question answering, where evaluations typically focus on multiple-choice accuracy. This measure overlooks a common failure…