Concerned with Data Contamination? Assessing Countermeasures in Code Language Model

25 March 2024

Papers citing "Concerned with Data Contamination? Assessing Countermeasures in Code Language Model"

12 / 12 papers shown

Title
How Should We Build A Benchmark? Revisiting 274 Code-Related Benchmarks For LLMs Jialun Cao Yuk-Kit Chan Zixuan Ling Wenxuan Wang Shuqing Li ... Pinjia He Shuai Wang Zibin Zheng Michael R. Lyu Shing-Chi Cheung ALM 71 1 0 18 Jan 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 96 12 0 31 Dec 2024
Are Large Language Models Memorizing Bug Benchmarks? Daniel Ramos Claudia Mamede Kush Jain Paulo Canelas Catarina Gamboa Claire Le Goues PILM ELM 94 6 0 20 Nov 2024
CODECLEANER: Elevating Standards with A Robust Data Contamination Mitigation Toolkit Jialun Cao Songqiang Chen Wuqi Zhang Hau Ching Lo Shing-Chi Cheung 39 0 0 16 Nov 2024
Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions Yujuan Fu Özlem Uzuner Meliha Yetisgen Fei Xia 67 4 0 24 Oct 2024
Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method Weichao Zhang Ruqing Zhang Jiafeng Guo Maarten de Rijke Yixing Fan Xueqi Cheng 38 9 0 23 Sep 2024
CRUXEval-X: A Benchmark for Multilingual Code Reasoning, Understanding and Execution Ruiyang Xu Jialun Cao Yaojie Lu Ming Wen Hongyu Lin Xianpei Han Ben He Shing-Chi Cheung Le Sun LRM ELM 39 3 0 23 Aug 2024
Task Contamination: Language Models May Not Be Few-Shot Anymore Changmao Li Jeffrey Flanigan 103 96 0 26 Dec 2023
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 189 809 0 02 May 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 271 1,073 0 05 Oct 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 242 595 0 14 Jul 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,824 0 14 Dec 2020