Humans or LLMs as the Judge? A Study on Judgement Biases

Qwen technical report

Original

Jinze Bai, Shuai Bai, Yunfei Chu, Zeyu Cui, Kai Dang, Xiaodong Deng, Yang Fan, Wenbin Ge, Yu Han, Fei Huang, Binyuan Hui, Luo Ji, Mei Li, Junyang Lin, Runji Lin, Dayiheng Liu, Gao Liu, Chengqiang Lu, Keming Lu, Jianxin Ma, Rui Men, Xingzhang Ren, Xuancheng Ren, Chuanqi Tan, Sinan Tan, Jianhong Tu, Peng Wang, Shijie Wang, Wei Wang, Shengguang Wu, Benfeng Xu, Jin Xu, An Yang, Hao Yang, Jian Yang, Shusheng Yang, Yang Yao, Bowen Yu, Hongyi Yuan, Zheng Yuan, Jianwei Zhang, Xingxuan Zhang, Yichang Zhang, Zhenru Zhang, Chang Zhou, Jingren Zhou, Xiaohuan Zhou, and Tianhang Zhu. 2023 · 2023

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Missing information, unresponsive authors, experimental flaws: The impossibility of assessing the reproducibility of previous human evaluations in nlp

Original

Anya Belz, Craig Thomson, Ehud Reiter, Gavin Abercrombie, Jose M Alonso-Moral, Mohammad Arvan, Jackie Cheung, Mark Cieliebak, Elizabeth Clark, Kees van Deemter, et al. 2023 · 2023

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Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality

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Deep reinforcement learning from human preferences

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Paul Christiano, Jan Leike, Tom B. Brown, Miljan Martic, Shane Legg, and Dario Amodei. 2023 · 2023

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Gptscore: Evaluate as you desire

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Jinlan Fu, See-Kiong Ng, Zhengbao Jiang, and Pengfei Liu. 2023 · 2023

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Evaluating large language models in generating synthetic hci research data: a case study

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C-eval: A multi-level multi-discipline chinese evaluation suite for foundation models

Yuzhen Huang, Yuzhuo Bai, Zhihao Zhu, Junlei Zhang, Jinghan Zhang, Tangjun Su, Junteng Liu, Chuancheng Lv, Yikai Zhang, Jiayi Lei, Yao Fu, Maosong Sun, and Junxian He. 2023 · 2023

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Style over substance: Evaluation biases for large language models

Original

Minghao Wu and Alham Fikri Aji. 2023 · 2023

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Evaluating large language models at evaluating instruction following

Zhiyuan Zeng, Jiatong Yu, Tianyu Gao, Yu Meng, Tanya Goyal, and Danqi Chen. 2023 · 2023

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Huatuogpt, towards taming language model to be a doctor

Original

Hongbo Zhang, Junying Chen, Feng Jiang, Fei Yu, Zhihong Chen, Jianquan Li, Guiming Chen, Xiangbo Wu, Zhiyi Zhang, Qingying Xiao, Xiang Wan, Benyou Wang, and Haizhou Li. 2023 · 2023

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Discoscore: Evaluating text generation with bert and discourse coherence

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Wei Zhao, Michael Strube, and Steffen Eger. 2023 · 2023

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Judging llm-as-a-judge with mt-bench and chatbot arena

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Lianmin Zheng, Wei-Lin Chiang, Ying Sheng, Siyuan Zhuang, Zhanghao Wu, Yonghao Zhuang, Zi Lin, Zhuohan Li, Dacheng Li, Eric Xing, et al. 2023 · 2023

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Universal and transferable adversarial attacks on aligned language models

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Andy Zou, Zifan Wang, Nicholas Carlini, Milad Nasr, J. Zico Kolter, and Matt Fredrikson. 2023 · 2023

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The claude 3 model family: Opus, sonnet, haiku

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Albert Q. Jiang, Alexandre Sablayrolles, Antoine Roux, Arthur Mensch, Blanche Savary, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Emma Bou Hanna, Florian Bressand, Gianna Lengyel, Guillaume Bour, Guillaume Lample, Lélio Renard Lavaud, Lucile Saulnier, Marie-Anne Lachaux, Pierre Stock, Sandeep Subramanian, Sophia Yang, Szymon Antoniak, Teven Le Scao, Théophile Gervet, Thibaut Lavril, Thomas Wang, Timothée Lacroix, and William El Sayed. 2024 · 2024

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Llms as narcissistic evaluators: When ego inflates evaluation scores

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Yiqi Liu, Nafise Sadat Moosavi, and Chenghua Lin. 2024 · 2024

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Is llm-as-a-judge robust? investigating universal adversarial attacks on zero-shot llm assessment

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Vyas Raina, Adian Liusie, and Mark Gales. 2024 · 2024

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Optimization-based prompt injection attack to llm-as-a-judge

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Jiawen Shi, Zenghui Yuan, Yinuo Liu, Yue Huang, Pan Zhou, Lichao Sun, and Neil Zhenqiang Gong. 2024 · 2024

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Gemini: A family of highly capable multimodal models

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Gemini Team, Rohan Anil, Sebastian Borgeaud, Jean-Baptiste Alayrac, Jiahui Yu, Radu Soricut, Johan Schalkwyk, Andrew M. Dai, Anja Hauth, Katie Millican, David Silver, Melvin Johnson, Ioannis Antonoglou, Julian Schrittwieser, Amelia Glaese, Jilin Chen, Emily Pitler, Timothy Lillicrap, Angeliki Lazaridou, Orhan Firat, James Molloy, Michael Isard, Paul R. 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