Learn Beyond The Answer: Training Language Models with Reflection for
Mathematical Reasoning

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning

17 June 2024

Zhihan Zhang

Wenhao Yu

Papers citing "Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning"

15 / 15 papers shown

Title
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models Adrián Bazaga Rexhina Blloshmi Bill Byrne Adria de Gispert ReLM LRM 32 0 0 07 Apr 2025
Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding Sakhinana Sagar Srinivas Akash Das Shivam Gupta Venkataramana Runkana OffRL 49 1 0 02 Apr 2025
The Mind in the Machine: A Survey of Incorporating Psychological Theories in LLMs Zizhou Liu Ziwei Gong Lin Ai Zheng Hui Run Chen Colin Wayne Leach Michelle R. Greene Julia Hirschberg LLMAG 186 0 0 28 Mar 2025
Reasoning Beyond Limits: Advances and Open Problems for LLMs M. Ferrag Norbert Tihanyi Merouane Debbah ELM OffRL LRM AI4CE 170 2 0 26 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
LEMMA: Learning from Errors for MatheMatical Advancement in LLMs Zhuoshi Pan Yu Li Honglin Lin Qizhi Pei Zinan Tang Wei Wu Chenlin Ming H. Vicky Zhao Zeang Sheng Lijun Wu LRM 59 1 0 21 Mar 2025
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin Zhuoshi Pan Yu Li Qizhi Pei Xin Gao Mengzhang Cai Zeang Sheng Lijun Wu OffRL LRM 60 0 0 19 Mar 2025
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems Zifeng Zhu Mengzhao Jia Zizhuo Zhang Lang Li Meng Jiang LRM 37 3 0 18 Oct 2024
O1 Replication Journey: A Strategic Progress Report -- Part 1 Yiwei Qin Xuefeng Li Haoyang Zou Yixiu Liu Shijie Xia ... Yixin Ye Weizhe Yuan Hector Liu Yuan Li Pengfei Liu VLM 48 71 0 08 Oct 2024
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions Zhenwen Liang Dian Yu Wenhao Yu Wenlin Yao Zhihan Zhang Xiangliang Zhang Dong Yu LRM 53 10 0 29 May 2024
Gemma: Open Models Based on Gemini Research and Technology Gemma Team Gemma Team Thomas Mesnard Cassidy Hardin Robert Dadashi Surya Bhupatiraju ... Armand Joulin Noah Fiedel Evan Senter Alek Andreev Kathleen Kenealy VLM LLMAG 131 434 0 13 Mar 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs Zimu Lu Aojun Zhou Houxing Ren Ke Wang Weikang Shi Junting Pan Mingjie Zhan Hongsheng Li SyDa LRM 50 45 0 26 Feb 2024
MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback Xingyao Wang Zihan Wang Jiateng Liu Yangyi Chen Lifan Yuan Hao Peng Heng Ji LRM 133 142 0 19 Sep 2023
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 189 809 0 02 May 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022