Atlas

Benchmarks

← All benchmarks

Aider Code Editing

Code

Aider's code-editing benchmark asks a model to complete 133 Exercism Python exercises by editing the provided source files from natural-language instructions, with a second attempt allowed after seeing failing test output. The score is the percentage of exercises whose tests pass. It is the predecessor of the 225-exercise Aider Polyglot benchmark; edit format is a run-level harness setting. Higher is better.

Top models (higher is better)

ModelScore
Claude 3.5 Sonnet (Oct 2024)84.2
DeepSeek-V379.7
DeepSeek-Coder-V2-Instruct73.7
DeepSeek-Coder-V2-Instruct-072472.9
DeepSeek-V2.572.2
DeepSeek-V2-Chat-062869.9
DeepSeek-V2-Chat60.3
DeepSeek-Coder-V2-Lite-Instruct44.4
Loading Atlas data…