Quantifying Contamination in Evaluating Code Generation Capabilities of
Language Models

Quantifying Contamination in Evaluating Code Generation Capabilities of Language Models

6 March 2024

Arman Cohan

Papers citing "Quantifying Contamination in Evaluating Code Generation Capabilities of Language Models"

9 / 9 papers shown

Title
Unbiased Evaluation of Large Language Models from a Causal Perspective Meilin Chen Jian Tian Liang Ma Di Xie Weijie Chen Jiang Zhu ALM ELM 49 0 0 10 Feb 2025
Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions Yujuan Fu Özlem Uzuner Meliha Yetisgen Fei Xia 38 3 0 24 Oct 2024
Mastering the Craft of Data Synthesis for CodeLLMs Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson K. K. Don Dharmasiri Long Duong Yuan-Fang Li SyDa 46 1 0 16 Oct 2024
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 35 3 0 20 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 32 38 0 06 Jun 2024
Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation Federico Ranaldi Elena Sofia Ruzzetti Dario Onorati Leonardo Ranaldi Cristina Giannone Andrea Favalli Raniero Romagnoli Fabio Massimo Zanzotto 54 17 0 12 Feb 2024
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 236 1,508 0 31 Dec 2020
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 264 1,798 0 14 Dec 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020