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Code Reasoning

3 papers across 2 sessions

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
CodeCrash: Exposing LLM Fragility to Misleading Natural Language in Code Reasoning
#2610 · Man Ho Lam, Chaozheng Wang, Jen-Tse Huang, Michael R Lyu

Poster Session 6

2 papers
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset
#3610 · Yifei Liu, Li Lyna Zhang, Yi Zhu, Bingcheng Dong, Xudong Zhou, Ning Shang, Fan Yang, Cheng Li, Mao Yang

We introduce rStar-Coder to train advanced code reasoning LLMs, with our 14B model achieving comparable performance to QWQ-32B.
CoRe: Benchmarking LLMs’ Code Reasoning Capabilities through Static Analysis Tasks
#1700 Spotlight · Danning Xie, Mingwei Zheng, Xuwei Liu, Jiannan Wang, Chengpeng Wang, Lin Tan, Xiangyu Zhang

CoRe: a high-quality, multi-lingual benchmark for evaluating LLMs’ Code Reasoning capabilities with fundamental static analysis tasks.