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XRepoSkill, a trajectory-based approach for learning transferable skills that achieves the highest issue resolution rate in all six benchmark--LLM combinations, and is evaluated on the challenging long-horizon DeepSWE benchmark.
This work introduces Mubric, a mutation testing-guided approach to rubric generation, which achieves the highest overall evaluation accuracy, outperforming the strongest baseline by 7.48 percentage points.
Overall, repository-preserved Agent Plans under these tool-specific directories appear to be a narrow but informative artifact for studying task intent and execution guidance in human-agent workflows.
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