Preference Leakage: A Contamination Problem in LLM-as-a-judge

3 February 2025

Papers citing "Preference Leakage: A Contamination Problem in LLM-as-a-judge"

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Title
Towards Conversational Development Environments: Using Theory-of-Mind and Multi-Agent Architectures for Requirements Refinement Keheliya Gallaba Ali Arabat Dayi Lin Mohammed Sayagh Ahmed E. Hassan AI4CE 26 0 0 27 May 2025
Judging with Many Minds: Do More Perspectives Mean Less Prejudice? Chiyu Ma Enpei Zhang Yilun Zhao Wenjun Liu Yaning Jia Peijun Qing Lin Shi Arman Cohan Yujun Yan Soroush Vosoughi LLMAG ELM 41 0 0 26 May 2025
CODE-DITING: A Reasoning-Based Metric for Functional Alignment in Code Evaluation Guang Yang Yu Zhou Xiang Chen Wei-Shi Zheng Xing Hu Xin Zhou David Lo Taolue Chen ALM LRM 65 0 0 26 May 2025
The Quest for Efficient Reasoning: A Data-Centric Benchmark to CoT Distillation Ruichen Zhang Rana Muhammad Shahroz Khan Zhen Tan Dawei Li Song Wang Tianlong Chen LRM 35 0 0 24 May 2025
Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary Licheng Pan Yongqi Tong Xin Zhang Xiaolu Zhang Jun Zhou Zhixuan Chu 31 0 0 23 May 2025
SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward Kaixuan Fan Kaituo Feng Haoming Lyu Dongzhan Zhou Xiangyu Yue ReLM LRM 88 0 0 22 May 2025
OpenEthics: A Comprehensive Ethical Evaluation of Open-Source Generative Large Language Models Burak Erinç Çetin Yıldırım Özen Elif Naz Demiryılmaz Kaan Engür Cagri Toraman ELM 65 0 0 21 May 2025
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models Yuxuan Jiang Dawei Li Frank Ferraro LRM 106 0 0 20 May 2025
Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals Qianli Wang Van Bach Nguyen Nils Feldhus Luis Felipe Villa-Arenas Christin Seifert Sebastian Möller Vera Schmitt 52 0 0 20 May 2025
YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering Jennifer D'Souza Hamed Babaei Giglou Quentin Münch ELM 73 0 0 20 May 2025
Krikri: Advancing Open Large Language Models for Greek Dimitris Roussis Leon Voukoutis Georgios Paraskevopoulos Sokratis Sofianopoulos Prokopis Prokopidis Vassilis Papavasileiou Athanasios Katsamanis Stelios Piperidis Vassilis Katsouros ALM 79 0 0 19 May 2025
LLM-Evaluation Tropes: Perspectives on the Validity of LLM-Evaluations Laura Dietz Oleg Zendel P. Bailey Charles L. A. Clarke Ellese Cotterill Jeff Dalton Faegheh Hasibi Mark Sanderson Nick Craswell ELM 84 2 0 27 Apr 2025
DONOD: Robust and Generalizable Instruction Fine-Tuning for LLMs via Model-Intrinsic Dataset Pruning Jucheng Hu Steve Yang Dongzhan Zhou Lijun Wu 48 0 0 21 Apr 2025
Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR Yize Zhang Tianyi Liang Xinyue Huang Erfei Cui Xu Guo Pei Chu Chenhui Li Ru Zhang Wenhai Wang Gongshen Liu 271 0 0 15 Apr 2025
CHARM: Calibrating Reward Models With Chatbot Arena Scores Xiao Zhu Chenmien Tan Pinzhen Chen Rico Sennrich Yanlin Zhang Hanxu Hu ALM 77 1 0 14 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 93 11 0 12 Apr 2025
Do LLM Evaluators Prefer Themselves for a Reason? Wei-Lin Chen Zhepei Wei Xinyu Zhu Shi Feng Yu Meng ELM LRM 73 3 0 04 Apr 2025
Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models Liangjie Huang Dawei Li Huan Liu Lu Cheng LRM 84 0 0 03 Apr 2025
MAVERIX: Multimodal Audio-Visual Evaluation Reasoning IndeX Liuyue Xie George Z. Wei Avik Kuthiala Ce Zheng Ananya Bal ... Rohan Choudhury Morteza Ziyadi Xu Zhang Hao Yang László A. Jeni 97 0 0 27 Mar 2025
The Relationship Between Reasoning and Performance in Large Language Models -- o3 (mini) Thinks Harder, Not Longer Marthe Ballon Andres Algaba Vincent Ginis LRM ReLM 81 15 0 24 Feb 2025
BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment Sizhe Wang Yongqi Tong Hengyuan Zhang Dawei Li Xin Zhang Tianlong Chen 170 9 0 21 Feb 2025
CLIPPER: Compression enables long-context synthetic data generation Chau Minh Pham Yapei Chang Mohit Iyyer SyDa 124 1 0 21 Feb 2025
Who Taught You That? Tracing Teachers in Model Distillation Somin Wadhwa Chantal Shaib Silvio Amir Byron C. Wallace 174 2 0 10 Feb 2025
Adversarial ML Problems Are Getting Harder to Solve and to Evaluate Javier Rando Jie Zhang Nicholas Carlini F. Tramèr AAML ELM 125 9 0 04 Feb 2025
Quantification of Large Language Model Distillation Sunbowen Lee Junting Zhou Chang Ao Kaige Li Xinrun Du ... Hamid Alinejad-Rokny Min Yang Yitao Liang Zhoufutu Wen Shiwen Ni 102 1 0 22 Jan 2025
Assessing the Impact of Conspiracy Theories Using Large Language Models Bohan Jiang Dawei Li Zhen Tan Xinyi Zhou Ashwin Rao Kristina Lerman H. Bernard Huan Liu 161 2 0 09 Dec 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 233 104 0 25 Nov 2024
ShifCon: Enhancing Non-Dominant Language Capabilities with a Shift-based Contrastive Framework Hengyuan Zhang Chenming Shang Sizhe Wang Dongdong Zhang Feng Yao Renliang Sun Yiyao Yu Yujiu Yang Furu Wei 108 5 0 25 Oct 2024
Agent-as-a-Judge: Evaluate Agents with Agents Mingchen Zhuge Changsheng Zhao Dylan R. Ashley Wenyi Wang Dmitrii Khizbullin ... Raghuraman Krishnamoorthi Yuandong Tian Yangyang Shi Vikas Chandra Jürgen Schmidhuber ELM 105 40 0 14 Oct 2024
Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge Jiayi Ye Yanbo Wang Yue Huang Dongping Chen Qihui Zhang ... Werner Geyer Chao Huang Pin-Yu Chen Nitesh Chawla Xiangliang Zhang ELM 82 69 0 03 Oct 2024
Law of the Weakest Link: Cross Capabilities of Large Language Models Ming Zhong Aston Zhang Xuewei Wang Rui Hou Wenhan Xiong ... Melanie Kambadur Dhruv Mahajan Sergey Edunov Jiawei Han Laurens van der Maaten ELM 36 6 0 30 Sep 2024
Exploring Large Language Models for Feature Selection: A Data-centric Perspective Dawei Li Zhen Tan Huan Liu LM&MA 71 10 0 21 Aug 2024
Fostering Natural Conversation in Large Language Models with NICO: a Natural Interactive COnversation dataset Renliang Sun Mengyuan Liu Shiping Yang Rui Wang Junqing He Jiaxing Zhang 68 2 0 18 Aug 2024
LiveBench: A Challenging, Contamination-Limited LLM Benchmark Colin White Samuel Dooley Manley Roberts Arka Pal Ben Feuer ... Willie Neiswanger Micah Goldblum Tom Goldstein Willie Neiswanger Micah Goldblum ELM 83 18 0 27 Jun 2024
DataGen: Unified Synthetic Dataset Generation via Large Language Models Yue Huang Siyuan Wu Chujie Gao Dongping Chen Qihui Zhang ... Tianyi Zhou Xiangliang Zhang Jianfeng Gao Chaowei Xiao Lichao Sun SyDa 84 20 0 27 Jun 2024
Unveiling the Spectrum of Data Contamination in Language Models: A Survey from Detection to Remediation Chunyuan Deng Yilun Zhao Yuzhao Heng Yitong Li Jiannan Cao Xiangru Tang Arman Cohan 67 15 0 20 Jun 2024
Uncovering Latent Memories: Assessing Data Leakage and Memorization Patterns in Frontier AI Models Sunny Duan Mikail Khona Abhiram Iyer Rylan Schaeffer Ila R Fiete 89 3 0 20 Jun 2024
Data Contamination Can Cross Language Barriers Feng Yao Yufan Zhuang Zihao Sun Sunan Xu Animesh Kumar Jingbo Shang 74 11 0 19 Jun 2024
Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges Aman Singh Thakur Kartik Choudhary Venkat Srinik Ramayapally Sankaran Vaidyanathan Dieuwke Hupkes ELM ALM 119 64 0 18 Jun 2024
From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline Tianle Li Wei-Lin Chiang Evan Frick Lisa Dunlap Tianhao Wu Banghua Zhu Joseph E. Gonzalez Ion Stoica ALM 72 171 0 17 Jun 2024
Measuring memorization in RLHF for code completion Aneesh Pappu Billy Porter Ilia Shumailov Jamie Hayes 63 3 0 17 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 66 54 0 06 Jun 2024
MixEval: Deriving Wisdom of the Crowd from LLM Benchmark Mixtures Jinjie Ni Fuzhao Xue Xiang Yue Yuntian Deng Mahir Shah Kabir Jain Graham Neubig Yang You ELM 65 45 0 03 Jun 2024
DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific Literature Dawei Li Shu Yang Zhen Tan Jae Young Baik Sunkwon Yun ... D. Duong-Tran Ying Ding Huan Liu Li Shen Tianlong Chen 75 37 0 08 May 2024
Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models Seungone Kim Juyoung Suk Shayne Longpre Bill Yuchen Lin Jamin Shin Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo MoMe ALM ELM 95 198 0 02 May 2024
Balancing Speciality and Versatility: a Coarse to Fine Framework for Supervised Fine-tuning Large Language Model Hengyuan Zhang Yanru Wu Dawei Li Zacc Yang Rui Zhao Yong Jiang Fei Tan ALM 76 1 0 16 Apr 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 84 185 0 15 Apr 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators Yann Dubois Balázs Galambosi Percy Liang Tatsunori Hashimoto ALM 95 379 0 06 Apr 2024
Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning Yongqi Tong Dawei Li Sizhe Wang Yujia Wang Fei Teng Jingbo Shang LRM 80 57 0 29 Mar 2024
Optimization-based Prompt Injection Attack to LLM-as-a-Judge Jiawen Shi Zenghui Yuan Yinuo Liu Yue Huang Pan Zhou Lichao Sun Neil Zhenqiang Gong AAML 106 53 0 26 Mar 2024