4 papers
ParaTool: Shifting Tool Representations from Context to Parameters
Zekai Yu, Qi Meng, Qizhi Chu +3
Tool calling extends large language models (LLMs) by enabling grounded interaction with external executable interfaces, thereby supporting environment-coupled problem solving. Howe…
EviACT: An Evidence-to-Action Framework for Agentic Program Repair
Qianru Meng, Xiao Zhang, Zhaochun Ren +1
LLM-based agents have moved automated program repair (APR) from fixed-context patch generation to interactive repository-level repair. However, existing agentic APR systems still s…
When More Retrieval Hurts: Retrieval-Augmented Code Review Generation
Qianru Meng, Xiao Zhang, Zhaochen Ren +1
Code review generation can reduce developer effort by producing concise, reviewer-style feedback for a given code snippet or code change. However, generation-only models often prod…
ReleaseEval: A Benchmark for Evaluating Language Models in Automated Release Note Generation
Qianru Meng, Zhaochun Ren, Joost Visser
Automated release note generation addresses the challenge of documenting frequent software updates, where manual efforts are time-consuming and prone to human error. Although recen…