Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness

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Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness

29 May 2025

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Papers citing "Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness"

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Why Do Multi-Agent LLM Systems Fail? Mert Cemri Melissa Z. Pan Shuyi Yang Lakshya A Agrawal Bhavya Chopra ... Dan Klein Kannan Ramchandran Matei A. Zaharia Joseph E. Gonzalez Ion Stoica LLMAG Presented at ResearchTrend Connect \| LLMAG on 23 Apr 2025 232 39 0 17 Mar 2025
T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu Jing Zhang Yongqian Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 148 33 0 20 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 279 331 0 03 Jan 2025