What is recorded here?
Combined multi-turn questions, crowdsourced pairwise preferences and analysis of strong language models as judges for open-ended assistant evaluation.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Position, verbosity and self-preference biases limit model judges. Agreement with sampled human preferences is not universal answer correctness or a current ranking.
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People and systems
Lianmin Zheng; Wei-Lin Chiang; Ying Sheng; Siyuan Zhuang; Zhanghao Wu; Yonghao Zhuang; Zi Lin; Zhuohan Li; Dacheng Li; Eric P. Xing; Hao Zhang; Joseph E. Gonzalez; Ion Stoica
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Zheng and colleagues: MT-Bench, Chatbot Arena and model-judge evaluation
Combined multi-turn questions, crowdsourced pairwise preferences and analysis of strong language models as judges for open-ended assistant evaluation.
Scientific scope
Position, verbosity and self-preference biases limit model judges. Agreement with sampled human preferences is not universal answer correctness or a current ranking.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Lianmin Zheng; Wei-Lin Chiang; Ying Sheng; Siyuan Zhuang; Zhanghao Wu; Yonghao Zhuang; Zi Lin; Zhuohan Li; Dacheng Li; Eric P. Xing; Hao Zhang; Joseph E. Gonzalez; Ion Stoica
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.