VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency

13 November 2023

Papers citing "VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency"

7 / 7 papers shown

Title
On Designing Effective RL Reward at Training Time for LLM Reasoning Jiaxuan Gao Shusheng Xu Wenjie Ye Weilin Liu Chuyi He Wei Fu Zhiyu Mei Guangju Wang Yi Wu OffRL LRM 23 12 0 19 Oct 2024
Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning Vernon Y.H. Toh Deepanway Ghosal Soujanya Poria LRM 49 2 0 16 Oct 2024
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction Xiaoyuan Li Wenjie Wang Moxin Li Junrong Guo Yang Zhang Fuli Feng ELM LRM 33 15 0 02 Jun 2024
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 32 18 0 28 Dec 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,236 0 21 Mar 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 8,448 0 28 Jan 2022
LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning Yuhuai Wu M. Rabe Wenda Li Jimmy Ba Roger C. Grosse Christian Szegedy AIMat LRM 61 51 0 15 Jan 2021