activity
20222026
most citedPTM4Tag: Sharpening Tag Recommendation of Stack Overflow Posts with Pre-trained Models

43 citations · 48 across the 29 of their papers we have counts for

collaborators
Showing cs.AIShow all

2 papers · 1 filter

cs.AI2026

Second Thought: Reasoning in Parallel as LLM Agents Act and Observe

Zhensu Sun, Chengran Yang, Yunbo Lyu +2

LLM agents in the ReAct paradigm alternate between reasoning, acting, and observing, but deliberate reasoning is confined to the Thought phase: while the agent serializes an action…

cs.AI2026

From Brewing to Resolution: Tracing the Internal Lifecycle of Code Reasoning in LLMs

Siyue Chen, Yifu Guo, Yuquan Lu +9

Standard accuracy metrics cannot explain why LLMs handle variable tracking but fail on semantically equivalent loops. We study an internal lifecycle of code reasoning in which mode…