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This is a terrible benchmark. It literally tests the models on their ability to track shifting line numbers. If they cannot keep up, no amount of abstract reasoning can redeem them.
Where did you get that idea? It uses mini-swe-agent, same as SWE-Bench.

https://github.com/datacurve-ai/deep-swe