Shaowei Wang
3 papers · Latest:
Software Engineering
Think Harder and Don't Overlook Your Options: Revisiting Issue-Commit Linking with LLM-Assisted Retrieval
This paper re-evaluates issue-commit linking, finding that efficient retrieval combined with traditional ML reranking outperforms LLMs for accuracy.
2605.00447
Software EngineeringWhen LLMs Lag Behind: Knowledge Conflicts from Evolving APIs in Code Generation
LLMs struggle with evolving APIs, even with RAG, due to context-memory conflicts, requiring new benchmarks and techniques for reliable code generation.
2604.09515
Software EngineeringREAgent: Requirement-Driven LLM Agents for Software Issue Resolution
REAgent is a requirement-driven LLM agent framework that improves software issue resolution by refining issue descriptions into structured requirements.
2604.06861
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