SAFIM

Syntax-Aware Fill-in-the-Middle (SAFIM) is a benchmark for evaluating Large Language Models (LLMs) on the code Fill-in-the-Middle (FIM) task. SAFIM has three subtasks: Algorithmic Block Completion, Control-Flow Expression Completion, and API Function Call Completion. SAFIM is sourced from code submitted from April 2022 to January 2023 to minimize the impact of data contamination on evaluation results.

• Authors: Linyuan Gong, Sida Wang, Mostafa Elhoushi, Alvin Cheung
• Paper: https://arxiv.org/abs/2403.04814
• Huggingface Dataset: https://huggingface.co/datasets/gonglinyuan/safim
• Leaderboard: https://safimbenchmark.com
• Code & Submission Instructions: https://github.com/gonglinyuan/safim

The SAFIM benchmark is partially derived from problem descriptions and code solutions from https://codeforces.com. According to the license of CodeForces, you may publish the texts of Codeforces problems in any open sources, but you must preserve a direct link to the site.