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cs.CL2025
MapCoder-Lite: Distilling Multi-Agent Coding into a Single Small LLM
Woongkyu Lee, Junhee Cho, Jungwook Choi
Large language models (LLMs) have advanced code generation from single-function tasks to competitive-programming problems, but existing multi-agent solutions either rely on costly…
cs.CL2025
Web-Shepherd: Advancing PRMs for Reinforcing Web Agents
Hyungjoo Chae, Sunghwan Kim, Junhee Cho +18
Web navigation is a unique domain that can automate many repetitive real-life tasks and is challenging as it requires long-horizon sequential decision making beyond typical multimo…