Don't Make Your LLM an Evaluation Benchmark Cheater

3 November 2023

Yankai Lin

Papers citing "Don't Make Your LLM an Evaluation Benchmark Cheater"

33 / 33 papers shown

Title
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 50 0 0 27 Apr 2025
Evaluation and Incident Prevention in an Enterprise AI Assistant Akash Maharaj David Arbour Daniel Lee Uttaran Bhattacharya Anup B. Rao Austin Zane Avi Feller Kun Qian Yunyao Li 25 0 0 11 Apr 2025
Large Language Models Could Be Rote Learners Yuyang Xu Renjun Hu Haochao Ying Jian Wu Xing Shi Wei Lin ELM 160 0 0 11 Apr 2025
A Perplexity and Menger Curvature-Based Approach for Similarity Evaluation of Large Language Models Yuantao Zhang Zhankui Yang AAML 35 0 0 05 Apr 2025
PiCO: Peer Review in LLMs based on the Consistency Optimization Kun-Peng Ning Shuo Yang Yu-Yang Liu Jia-Yu Yao Zhen-Hui Liu Yu Wang Ming Pang Li Yuan ALM 71 8 0 24 Feb 2025
Stress Testing Generalization: How Minor Modifications Undermine Large Language Model Performance Guangxiang Zhao Saier Hu Xiaoqi Jian Jinzhu Wu Yuhan Wu Change Jia Lin Sun Xiangzheng Zhang 93 0 0 18 Feb 2025
Unbiased Evaluation of Large Language Models from a Causal Perspective Meilin Chen Jian Tian Liang Ma Di Xie Weijie Chen Jiang Zhu ALM ELM 54 0 0 10 Feb 2025
Evaluation of Deep Audio Representations for Hearables Fabian Gröger Pascal Baumann Ludovic Amruthalingam Laurent Simon Ruksana Giurda Simone Lionetti 88 0 0 10 Feb 2025
LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation Eunsu Kim Juyoung Suk Seungone Kim Niklas Muennighoff Dongkwan Kim Alice H. Oh ELM 91 1 0 31 Dec 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 56 7 0 25 Oct 2024
Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions Yujuan Fu Özlem Uzuner Meliha Yetisgen Fei Xia 59 3 0 24 Oct 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 71 21 0 18 Oct 2024
Detecting Training Data of Large Language Models via Expectation Maximization Gyuwan Kim Yang Li Evangelia Spiliopoulou Jie Ma Miguel Ballesteros William Yang Wang MIALM 95 4 2 10 Oct 2024
Fine-tuning can Help Detect Pretraining Data from Large Language Models H. Zhang Songxin Zhang Bingyi Jing Hongxin Wei 43 0 0 09 Oct 2024
Training on the Benchmark Is Not All You Need Shiwen Ni Xiangtao Kong Chengming Li Xiping Hu Ruifeng Xu Jia Zhu Min Yang 67 5 0 03 Sep 2024
Bringing AI Participation Down to Scale: A Comment on Open AIs Democratic Inputs to AI Project David Moats Chandrima Ganguly VLM 40 0 0 16 Jul 2024
Training on the Test Task Confounds Evaluation and Emergence Ricardo Dominguez-Olmedo Florian E. Dorner Moritz Hardt ELM 71 7 1 10 Jul 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations Md Tahmid Rahman Laskar Sawsan Alqahtani M Saiful Bari Mizanur Rahman Mohammad Abdullah Matin Khan ... Chee Wei Tan Md. Rizwan Parvez Enamul Hoque Shafiq R. Joty Jimmy Huang ELM ALM 29 28 0 04 Jul 2024
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation Kun Qian Shunji Wan Claudia Tang Youzhi Wang Xuanming Zhang Maximillian Chen Zhou Yu AAML 45 8 0 25 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 38 39 0 06 Jun 2024
Exploring Subjectivity for more Human-Centric Assessment of Social Biases in Large Language Models Paula Akemi Aoyagui Sharon Ferguson Anastasia Kuzminykh 50 0 0 17 May 2024
Examining the robustness of LLM evaluation to the distributional assumptions of benchmarks Melissa Ailem Katerina Marazopoulou Charlotte Siska James Bono 59 14 0 25 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 42 8 0 01 Apr 2024
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance Jiasheng Ye Peiju Liu Tianxiang Sun Yunhua Zhou Jun Zhan Xipeng Qiu 49 64 0 25 Mar 2024
A Little Leak Will Sink a Great Ship: Survey of Transparency for Large Language Models from Start to Finish Masahiro Kaneko Timothy Baldwin PILM 28 3 0 24 Mar 2024
Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model Huan Ma Yan Zhu Changqing Zhang Peilin Zhao Baoyuan Wu Long-Kai Huang Qinghua Hu Bing Wu VLM 69 1 0 01 Mar 2024
Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents Corby Rosset Ho-Lam Chung Guanghui Qin Ethan C. Chau Zhuo Feng Ahmed Hassan Awadallah Jennifer Neville Nikhil Rao 53 10 0 27 Feb 2024
Institutional Platform for Secure Self-Service Large Language Model Exploration V. Bumgardner Mitchell A. Klusty W. V. Logan Samuel E. Armstrong Caylin D. Hickey Jeff Talbert Caylin Hickey Jeff Talbert 56 1 0 01 Feb 2024
MEGAVERSE: Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks Sanchit Ahuja Divyanshu Aggarwal Varun Gumma Ishaan Watts Ashutosh Sathe ... Rishav Hada Prachi Jain Maxamed Axmed Kalika Bali Sunayana Sitaram ELM 39 39 0 13 Nov 2023
Fake Alignment: Are LLMs Really Aligned Well? Yixu Wang Yan Teng Kexin Huang Chengqi Lyu Songyang Zhang Wenwei Zhang Xingjun Ma Yu-Gang Jiang Yu Qiao Yingchun Wang 35 15 0 10 Nov 2023
Pitfalls in Link Prediction with Graph Neural Networks: Understanding the Impact of Target-link Inclusion & Better Practices Jing Zhu Yuhang Zhou V. Ioannidis Sheng Qian Wei Ai Xiang Song Danai Koutra 25 9 0 01 Jun 2023
Can we trust the evaluation on ChatGPT? Rachith Aiyappa Jisun An Haewoon Kwak Yong-Yeol Ahn ELM ALM LLMAG AI4MH LRM 120 87 0 22 Mar 2023
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 267 1,996 0 31 Dec 2020