VarBench: Robust Language Model Benchmarking Through Dynamic Variable
Perturbation

VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation

25 June 2024

Maximillian Chen

Papers citing "VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation"

12 / 12 papers shown

Title
The Emperor's New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination Yifan Sun Han Wang Dongbai Li Gang Wang Huan Zhang AAML 50 0 0 20 Mar 2025
Recent Advances in Large Langauge Model Benchmarks against Data Contamination: From Static to Dynamic Evaluation Simin Chen Yiming Chen Zexin Li Yifan Jiang Zhongwei Wan ... Dezhi Ran Tianle Gu H. Li Tao Xie Baishakhi Ray 38 2 0 23 Feb 2025
AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science Chenyue Li Wen Deng Mengqian Lu Binhang Yuan ELM AI4Cl LRM 87 0 0 03 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 84 2 0 01 Feb 2025
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 61 10 0 23 May 2024
Evading Data Contamination Detection for Language Models is (too) Easy Jasper Dekoninck Mark Niklas Muller Maximilian Baader Marc Fischer Martin Vechev 79 18 0 05 Feb 2024
Task Contamination: Language Models May Not Be Few-Shot Anymore Changmao Li Jeffrey Flanigan 79 87 0 26 Dec 2023
Don't Make Your LLM an Evaluation Benchmark Cheater Kun Zhou Yutao Zhu Zhipeng Chen Wentong Chen Wayne Xin Zhao Xu Chen Yankai Lin Ji-Rong Wen Jiawei Han ELM 102 136 0 03 Nov 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 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 301 11,730 0 04 Mar 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 201 1,451 0 02 Sep 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021