PiCO: Peer Review in LLMs based on Consistency Optimization

Kun-Peng Ning, Shuo Yang, Yuyang Liu, Jia-Yu Yao, Zhen-Hui Liu +3 more
2/12/2026

No official code found. Best implementation: PKU-YuanGroup/PiCO (36 stars, last commit 2025-02-16).

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PKU-YuanGroup/PiCOCommunity71%

[ICLR'25] PiCO: Peer Review in LLMs based on the Consistency Optimization, https://arxiv.org/pdf/2402.01830

364PythonFeb 6, 20241 years ago

Cite this paper

@article{ning2026pico,
  title  = {PiCO: Peer Review in LLMs based on Consistency Optimization},
  author = {Kun-Peng Ning and Shuo Yang and Yuyang Liu and Jia-Yu Yao and Zhen-Hui Liu and Yonghong Tian and Yibing Song and Li Yuan},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:a1768a40ef623310b528e4c7587f5f3a91f48207},
  journal = {ICLR 2025 2025}
}

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