# Auditing Pairwise Equivalence Judgments: Self-Critique Effects and Diversity Measurement in Multi-Agent Hypothesis Generation

> 全文为英语

**Published:** 2026年10月6日
**Author:** Ji Young Byun, Anthony Hu, Jesse Rogers, Roujia Wang, Manasa Kesapragada, Falgun Shah
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/auditing-pairwise-equivalence-judgments-self-critique-effects-and-divers

Multi-agent systems built on large language models (LLMs) are increasingly applied to scientific discovery and hypothesis generation. Both the effect of refinement and the diversity of the delivered set are hard to interpret before experimental ground truth exists, and both are…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.04133)

**标签：** #arXiv

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