Research2026-06-14 · source-backed
DeNovoSWE lifts whole-repo generation from 5.8% to 47.2%.
Story
The dataset has 4,818 instances for generating entire repositories from documentation, and fine-tuning Qwen3-30B-A3B on it jumps BeyondSWE-Doc2Repo performance from 5.8% to 47.2% (arXiv). That's a large move on a long-horizon doc-to-repo task, real signal toward agents that scaffold whole codebases instead of patching files. Still far from "describe an app, get a working repo," but the trajectory on this specific axis is steep.
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