2 papers
cs.SE2026
MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering
Chuanzhe Guo, Jingjing Wu, Sijun He +10
The evolution of Large Language Model (LLM) agents for software engineering (SWE) is constrained by the scarcity of verifiable datasets, a bottleneck stemming from the complexity o…
cs.CL2025
Tag-Evol: Achieving Efficient Instruction Evolving via Tag Injection
Yixuan Wang, Shiqi Zhou, Chuanzhe Guo +1
Evol-Instruct has made significant improvements as a data synthesis method in several areas. Existing methods typically rely on a fixed set of strategies to evolve, which require m…