NExT: Teaching Large Language Models to Reason about Code Execution

NExT: Teaching Large Language Models to Reason about Code Execution

23 April 2024

Miltiadis Allamanis

Arman Cohan

Yinlin Deng

Papers citing "NExT: Teaching Large Language Models to Reason about Code Execution"

6 / 6 papers shown

Title
CODECRASH: Stress Testing LLM Reasoning under Structural and Semantic Perturbations Man Ho Adrian Lam Chaozheng Wang Jen-tse Huang M. Lyu LRM 34 0 0 19 Apr 2025
L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution Simeng Sun Cheng-Ping Hsieh Faisal Ladhak Erik Arakelyan Santiago Akle Serano Boris Ginsburg ReLM ELM LRM 68 0 0 28 Mar 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Mohit Bansal ELM 76 1 0 03 Feb 2025
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 178 780 0 02 May 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 233 2,413 0 06 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022