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Noisy issue descriptions holding back your software agent? SWE-Fuse unlocks 60% higher solve rates by fusing issue-guided and issue-free training trajectories.
LLMs struggle with new code frameworks because they lack training data capturing codebase relationships, but this work shows how to synthesize reasoning-aware data from code graphs to dramatically improve performance.
