Large Language Models are not Fair Evaluators

29 May 2023

Peiyi Wang

Lei Li

Zefan Cai

Qi Liu

Zhifang Sui

Papers citing "Large Language Models are not Fair Evaluators"

50 / 110 papers shown

Title
WorldView-Bench: A Benchmark for Evaluating Global Cultural Perspectives in Large Language Models Abdullah Mushtaq Imran Taj Rafay Naeem Ibrahim Ghaznavi Junaid Qadir 26 0 0 14 May 2025
Evaluating LLM Metrics Through Real-World Capabilities Justin K Miller Wenjia Tang ELM ALM 47 0 0 13 May 2025
RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection Yixin Yang Qingxiu Dong Linli Yao Fangwei Zhu Zhifang Sui 48 0 0 08 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra Shuaiwen Leon Song Ce Zhang James Zou ALM 38 0 0 05 May 2025
Automatic Legal Writing Evaluation of LLMs Ramon Pires Roseval Malaquias Junior Rodrigo Nogueira AILaw ELM 86 0 0 29 Apr 2025
Systematic Bias in Large Language Models: Discrepant Response Patterns in Binary vs. Continuous Judgment Tasks Yi-Long Lu C. Zhang Wei Wang 39 0 0 28 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 91 2 0 26 Apr 2025
AI Ethics and Social Norms: Exploring ChatGPT's Capabilities From What to How Omid Veisi Sasan Bahrami Roman Englert Claudia Müller 132 0 0 25 Apr 2025
Adversarial Attacks on LLM-as-a-Judge Systems: Insights from Prompt Injections Narek Maloyan Dmitry Namiot SILM AAML ELM 88 0 0 25 Apr 2025
What's the Difference? Supporting Users in Identifying the Effects of Prompt and Model Changes Through Token Patterns Michael A. Hedderich Anyi Wang Raoyuan Zhao Florian Eichin Barbara Plank 37 0 0 22 Apr 2025
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QA Xanh Ho Jiahao Huang Florian Boudin Akiko Aizawa ELM 36 0 0 16 Apr 2025
Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models Teng Wang Zhangyi Jiang Zhenqi He Wenhan Yang Yanan Zheng Zeyu Li Zifan He Shenyang Tong Hailei Gong LRM 90 2 0 16 Mar 2025
Who Relies More on World Knowledge and Bias for Syntactic Ambiguity Resolution: Humans or LLMs? So Young Lee Russell Scheinberg Amber Shore Ameeta Agrawal 51 1 0 13 Mar 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 48 0 0 02 Mar 2025
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing Juntai Cao Xiang Zhang Raymond Li Chuyuan Li Chenyu You Shafiq Joty Giuseppe Carenini 59 1 0 27 Feb 2025
Learning to Align Multi-Faceted Evaluation: A Unified and Robust Framework Kaishuai Xu Tiezheng YU Wenjun Hou Yi Cheng Liangyou Li Xin Jiang Lifeng Shang Qiang Liu Wenjie Li ELM 66 0 0 26 Feb 2025
Savaal: Scalable Concept-Driven Question Generation to Enhance Human Learning Kimia Noorbakhsh Joseph Chandler Pantea Karimi M. Alizadeh H. Balakrishnan LRM 46 1 0 18 Feb 2025
BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Xu Huang Wenhao Zhu Hanxu Hu Zeang Sheng Lei Li Shujian Huang Fei Yuan ELM 59 3 0 11 Feb 2025
AI Alignment at Your Discretion Maarten Buyl Hadi Khalaf C. M. Verdun Lucas Monteiro Paes Caio Vieira Machado Flavio du Pin Calmon 45 0 0 10 Feb 2025
Aligning Black-box Language Models with Human Judgments Gerrit J. J. van den Burg Gen Suzuki Wei Liu Murat Sensoy ALM 82 0 0 07 Feb 2025
Explaining Decisions of Agents in Mixed-Motive Games Maayan Orner Oleg Maksimov Akiva Kleinerman Charles Ortiz Sarit Kraus 99 1 0 28 Jan 2025
MADP: Multi-Agent Deductive Planning for Enhanced Cognitive-Behavioral Mental Health Question Answer Qi Chen Dexi Liu 31 0 0 28 Jan 2025
Panoramic Interests: Stylistic-Content Aware Personalized Headline Generation Junhong Lian Xiang Ao Xinyu Liu Yang Liu Qing He 36 0 0 21 Jan 2025
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators Yinhong Liu Han Zhou Zhijiang Guo Ehsan Shareghi Ivan Vulić Anna Korhonen Nigel Collier ALM 141 69 0 20 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Zhicheng Dou 85 18 0 17 Jan 2025
MDSF: Context-Aware Multi-Dimensional Data Storytelling Framework based on Large language Model Chengze Zhang Changshan Li Shiyang Gao 27 0 0 03 Jan 2025
A 2-step Framework for Automated Literary Translation Evaluation: Its Promises and Pitfalls Sheikh Shafayat Dongkeun Yoon Woori Jang Jiwoo Choi Alice Oh Seohyon Jung 94 1 0 03 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 70 96 0 03 Jan 2025
Are You Doubtful? Oh, It Might Be Difficult Then! Exploring the Use of Model Uncertainty for Question Difficulty Estimation Leonidas Zotos H. Rijn Malvina Nissim 75 0 0 16 Dec 2024
MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification Saptarshi Sengupta Kristal Curtis Akshay Mallipeddi Abhinav Mathur Joseph Ross Liang Gou Liang Gou LLMAG SyDa 132 1 0 28 Nov 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 126 70 0 25 Nov 2024
Rate, Explain and Cite (REC): Enhanced Explanation and Attribution in Automatic Evaluation by Large Language Models Aliyah R. Hsu James Zhu Zhichao Wang Bin Bi Shubham Mehrotra ... Sougata Chaudhuri Regunathan Radhakrishnan S. Asur Claire Na Cheng Bin Yu ALM LRM 69 0 0 03 Nov 2024
Are LLM-Judges Robust to Expressions of Uncertainty? Investigating the effect of Epistemic Markers on LLM-based Evaluation Dongryeol Lee Yerin Hwang Yongil Kim Joonsuk Park Kyomin Jung ELM 78 5 0 28 Oct 2024
PAPILLON: Privacy Preservation from Internet-based and Local Language Model Ensembles Li Siyan Vethavikashini Chithrra Raghuram Omar Khattab Julia Hirschberg Zhou Yu 29 7 0 22 Oct 2024
Do LLMs estimate uncertainty well in instruction-following? Juyeon Heo Miao Xiong Christina Heinze-Deml Jaya Narain ELM 58 3 0 18 Oct 2024
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 28 7 0 17 Oct 2024
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback Zonghai Yao Aditya Parashar Huixue Zhou Won Seok Jang Feiyun Ouyang Zhichao Yang Hong-ye Yu ELM 53 2 0 17 Oct 2024
Limits to scalable evaluation at the frontier: LLM as Judge won't beat twice the data Florian E. Dorner Vivian Y. Nastl Moritz Hardt ELM ALM 50 6 0 17 Oct 2024
JudgeBench: A Benchmark for Evaluating LLM-based Judges Sijun Tan Siyuan Zhuang Kyle Montgomery William Y. Tang Alejandro Cuadron Chenguang Wang Raluca A. Popa Ion Stoica ELM ALM 56 38 0 16 Oct 2024
MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization Yougang Lyu Lingyong Yan Zihan Wang Dawei Yin Pengjie Ren Maarten de Rijke Z. Z. Ren 63 6 0 10 Oct 2024
Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates Xiaosen Zheng Tianyu Pang Chao Du Qian Liu Jing Jiang Min Lin 47 8 0 09 Oct 2024
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References Qiyuan Zhang Yufei Wang Tiezheng YU Yuxin Jiang Chuhan Wu ... Xin Jiang Lifeng Shang Ruiming Tang Fuyuan Lyu Chen Ma 31 4 0 07 Oct 2024
Position: LLM Unlearning Benchmarks are Weak Measures of Progress Pratiksha Thaker Shengyuan Hu Neil Kale Yash Maurya Zhiwei Steven Wu Virginia Smith MU 53 10 0 03 Oct 2024
Mitigating Copy Bias in In-Context Learning through Neuron Pruning Ameen Ali Lior Wolf Ivan Titov 44 2 0 02 Oct 2024
Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo Shengyu Feng Xiang Kong Shuang Ma Aonan Zhang Dong Yin Chong-Jun Wang Ruoming Pang Yiming Yang LRM 32 0 0 02 Oct 2024
Mitigating Selection Bias with Node Pruning and Auxiliary Options Hyeong Kyu Choi Weijie Xu Chi Xue Stephanie Eckman Chandan K. Reddy 34 1 0 27 Sep 2024
Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction Jinchuan Zhang Yan Zhou Yaxin Liu Ziming Li Songlin Hu AAML 34 3 0 25 Sep 2024
Polyrating: A Cost-Effective and Bias-Aware Rating System for LLM Evaluation Jasper Dekoninck Maximilian Baader Martin Vechev ALM 92 0 0 01 Sep 2024
Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates Hui Wei Shenghua He Tian Xia Andy H. Wong Jingyang Lin Mei Han Mei Han ALM ELM 66 23 0 23 Aug 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 77 0 0 30 Jul 2024