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cs.SE2025
Multi-Docker-Eval: A `Shovel of the Gold Rush' Benchmark on Automatic Environment Building for Software Engineering
Kelin Fu, Tianyu Liu, Zeyu Shang +4
Automated environment configuration is a critical bottleneck in scaling software engineering (SWE) automation. To provide a reliable evaluation standard for this task, we present M…
cs.CL2025
KnowMap: Efficient Knowledge-Driven Task Adaptation for LLMs
Kelin Fu, Kaigui Bian
While Large Language Models (LLMs) possess significant capabilities in open-world agent tasks, they also face challenges in rapidly adapting to new, specialized tasks due to their…