A Scalable and Extensible Approach to Benchmarking NL2Code for 18 Programming Languages. - Federico Cassano; John Gouwar; Daniel Nguyen; Sydney Nguyen; Luna Phipps-Costin; Donald Pinckney; Ming-Ho Yee; Yangtian Zi; Carolyn Jane Anderson; Molly Q. Feldman; Arjun Guha; Michael Greenberg 002; et al. (CoRR, 2022)

SantaCoder: don't reach for the stars! - Loubna Ben Allal; Raymond Li; Denis Kocetkov; Chenghao Mou; Christopher Akiki; Carlos Muñoz Ferrandis; Niklas Muennighoff; Mayank Mishra; Alex Gu; Manan Dey; Logesh Kumar Umapathi; Carolyn Jane Anderson; et al. (CoRR, 2023)

StarCoder: may the source be with you! - Raymond Li; Loubna Ben Allal; Yangtian Zi; Niklas Muennighoff; Denis Kocetkov; Chenghao Mou; Marc Marone; Christopher Akiki; Jia Li 015; Jenny Chim; Qian Liu 012; Evgenii Zheltonozhskii; et al. (Trans. Mach. Learn. Res., 2023)

MultiPL-E: A Scalable and Polyglot Approach to Benchmarking Neural Code Generation. - Federico Cassano; John Gouwar; Daniel Nguyen; Sydney Nguyen; Luna Phipps-Costin; Donald Pinckney; Ming-Ho Yee; Yangtian Zi; Carolyn Jane Anderson; Molly Q. Feldman; Arjun Guha; Michael Greenberg 002; et al. (IEEE Trans. Software Eng., 2023)

StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code. - Hannah McLean Babe; Sydney Nguyen; Yangtian Zi; Arjun Guha; Molly Q. Feldman; Carolyn Jane Anderson (ACL (Findings), 2024)

How Beginning Programmers and Code LLMs (Mis)read Each Other. - Sydney Nguyen; Hannah McLean Babe; Yangtian Zi; Arjun Guha; Carolyn Jane Anderson; Molly Q. Feldman (CHI, 2024)

"I Would Have Written My Code Differently': Beginners Struggle to Understand LLM-Generated Code. - Yangtian Zi; Luisa Li; Arjun Guha; Carolyn Jane Anderson; Molly Q. Feldman (SIGSOFT FSE Companion, 2025)

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation. - Yangtian Zi; Harshitha Menon; Arjun Guha (CoRR, 2025)

Agnostics: Learning to Code in Any Programming Language via Reinforcement with a Universal Learning Environment. - Aleksander Boruch-Gruszecki; Yangtian Zi; Zixuan Wu; Tejas Oberoi; Carolyn Jane Anderson; Joydeep Biswas; Arjun Guha (CoRR, 2025)