The authors represent a skill as rules specifying both an action and the circumstances in which an agent should take it.
Agents learn software repair rules that transfer across repositories
XRepoSkill identifies behaviors associated with successful repairs, verifies their recurrence, and uses them to guide agents in previously unseen codebases.
Chinese Tech
Yaoqi Guo · Haoyang Zhou · Jiayi Zhang · Yiran Zhang · Yang Liu · Qiuyuan Chen · +4 more
Nanyang Technological University · Tsinghua University · Tencent · King’s College London
Research Digest··2 min read
Guo et al.
Why this paper
From Tencent and 3 others
In one line
XRepoSkill learns transferable software engineering skills by deriving rules from divergent successful and failed trajectories and verifying them across repositories.
What we could check
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- ✓Reports numbers on named benchmarks
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