Isn't the benchmark working exactly how it should in that case?
I’ve wanted a fast model to generate commit messages. No idea what that would be, but it doesn’t have to pass the SWE benchmarks very well. Just well enough that it understands the codebase.
I'm sure there are degenerate cases, but I'd bet a relatively small model could do the job.