DeepCodeBench: Real-World Codebase Understanding by Q&A Benchmarking

9 blazercohen 1 9/11/2025, 9:29:52 AM qodo.ai ↗

Comments (1)

four_fifths · 8m ago
If you do a bit of digging into most of the popular benchmarks that all the big labs report on, you'll see pretty quickly that they have almost zero correlation with any real world tasks.

The approach that they're taking here of working backwards from a OS repo pull request and reverse engineering a question is unusually well thought out for a benchmark.

I haven't dug into more of the dataset questions yet, but the example they give in the blog post for the question generated for Hugging Face Transformer's repo gives me hope that this could actually be a solid benchmark:

> How do the fast image and video processor base classes prevent shared mutable state when instantiating multiple instances?