Style Over Substance: Evaluation Biases for Large Language Models

6 July 2023

Papers citing "Style Over Substance: Evaluation Biases for Large Language Models"

32 / 32 papers shown

Title
Pairwise or Pointwise? Evaluating Feedback Protocols for Bias in LLM-Based Evaluation Tuhina Tripathi Manya Wadhwa Greg Durrett S. Niekum 32 0 0 20 Apr 2025
Multi-Agent LLM Judge: automatic personalized LLM judge design for evaluating natural language generation applications Hongliu Cao Ilias Driouich Robin Singh Eoin Thomas ELM 36 0 0 01 Apr 2025
AI Alignment at Your Discretion Maarten Buyl Hadi Khalaf C. M. Verdun Lucas Monteiro Paes Caio Vieira Machado Flavio du Pin Calmon 40 0 0 10 Feb 2025
Towards Effective Discrimination Testing for Generative AI Thomas P. Zollo Nikita Rajaneesh Richard Zemel Talia B. Gillis Emily Black 30 1 0 31 Dec 2024
VLRewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models Lei Li Y. X. Wei Zhihui Xie Xuqing Yang Yifan Song ... Tianyu Liu Sujian Li Bill Yuchen Lin Lingpeng Kong Q. Liu CoGe VLM 115 24 0 26 Nov 2024
Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms Subramanyam Sahoo Kamlesh Dutta 28 1 0 19 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 26 4 0 07 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 V. Chawla Xiangliang Zhang ELM 30 45 0 03 Oct 2024
Fine-tuning and Prompt Engineering with Cognitive Knowledge Graphs for Scholarly Knowledge Organization Gollam Rabby Sören Auer Jennifer D'Souza A. Oelen 107 2 0 10 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 59 23 0 23 Aug 2024
Impact of Model Size on Fine-tuned LLM Performance in Data-to-Text Generation: A State-of-the-Art Investigation Joy Mahapatra Utpal Garain 29 8 0 19 Jul 2024
LLM See, LLM Do: Guiding Data Generation to Target Non-Differentiable Objectives Luísa Shimabucoro Sebastian Ruder Julia Kreutzer Marzieh Fadaee Sara Hooker SyDa 21 4 0 01 Jul 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 48 55 0 18 Jun 2024
Inverse Constitutional AI: Compressing Preferences into Principles Arduin Findeis Timo Kaufmann Eyke Hüllermeier Samuel Albanie Robert Mullins SyDa 41 9 0 02 Jun 2024
Lessons from the Trenches on Reproducible Evaluation of Language Models Stella Biderman Hailey Schoelkopf Lintang Sutawika Leo Gao J. Tow ... Xiangru Tang Kevin A. Wang Genta Indra Winata Franccois Yvon Andy Zou ELM ALM 130 53 3 23 May 2024
(Perhaps) Beyond Human Translation: Harnessing Multi-Agent Collaboration for Translating Ultra-Long Literary Texts Minghao Wu Jiahao Xu Yulin Yuan Gholamreza Haffari Longyue Wang Weihua Luo Kaifu Zhang LLMAG 117 22 0 20 May 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators Yann Dubois Balázs Galambosi Percy Liang Tatsunori Hashimoto ALM 53 318 0 06 Apr 2024
Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors Chen Huang Peixin Qin Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua 32 6 0 04 Apr 2024
Pragmatic Competence Evaluation of Large Language Models for Korean Dojun Park Jiwoo Lee Hyeyun Jeong Seohyun Park Sungeun Lee ELM 41 1 0 19 Mar 2024
MONAL: Model Autophagy Analysis for Modeling Human-AI Interactions Shu Yang Muhammad Asif Ali Lu Yu Lijie Hu Di Wang LLMAG 16 2 0 17 Feb 2024
Humans or LLMs as the Judge? A Study on Judgement Biases Guiming Hardy Chen Shunian Chen Ziche Liu Feng Jiang Benyou Wang 77 92 0 16 Feb 2024
On Catastrophic Inheritance of Large Foundation Models Hao Chen Bhiksha Raj Xing Xie Jindong Wang AI4CE 51 12 0 02 Feb 2024
LLM-based NLG Evaluation: Current Status and Challenges Mingqi Gao Xinyu Hu Jie Ruan Xiao Pu Xiaojun Wan ELM LM&MA 53 29 0 02 Feb 2024
MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria Wentao Ge Shunian Chen Guiming Hardy Chen Zhihong Chen Junying Chen ... Anningzhe Gao Zhiyi Zhang Jianquan Li Xiang Wan Benyou Wang MLLM 44 6 0 23 Nov 2023
Benchmarking Cognitive Biases in Large Language Models as Evaluators Ryan Koo Minhwa Lee Vipul Raheja Jong Inn Park Zae Myung Kim Dongyeop Kang ALM 35 73 0 29 Sep 2023
Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models Neha Sengupta Sunil Kumar Sahu Bokang Jia Satheesh Katipomu Haonan Li ... A. Jackson Hector Xuguang Ren Preslav Nakov Timothy Baldwin Eric P. Xing LRM 16 40 0 30 Aug 2023
OctoPack: Instruction Tuning Code Large Language Models Niklas Muennighoff Qian Liu A. Zebaze Qinkai Zheng Binyuan Hui Terry Yue Zhuo Swayam Singh Xiangru Tang Leandro von Werra Shayne Longpre VLM ALM 60 117 0 14 Aug 2023
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale Instructions Minghao Wu Abdul Waheed Chiyu Zhang Muhammad Abdul-Mageed Alham Fikri Aji ALM 127 119 0 27 Apr 2023
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 139 116 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 306 11,909 0 04 Mar 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 211 1,656 0 15 Oct 2021