ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

29 September 2023

Zhihong Shao

Yujiu Yang

Papers citing "ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving"

24 / 24 papers shown

Title
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning Joykirat Singh Raghav Magazine Yash Pandya A. Nambi LLMAG KELM OffRL LRM 37 0 0 28 Apr 2025
OTC: Optimal Tool Calls via Reinforcement Learning Hongru Wang Cheng Qian Wanjun Zhong X. Chen Jiahao Qiu Shijue Huang Bowen Jin Mengdi Wang Kam-Fai Wong Heng Ji OffRL LRM 31 0 0 21 Apr 2025
Simplifying Formal Proof-Generating Models with ChatGPT and Basic Searching Techniques Sangjun Han Taeil Hur Youngmi Hur Kathy Sangkyung Lee Myungyoon Lee Hyojae Lim 58 0 0 20 Feb 2025
MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling Yakun Zhu Shaohang Wei Xu Wang Kui Xue Xiaofan Zhang S. Zhang 34 1 0 17 Feb 2025
Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models Junyu Chen Han Cai Junsong Chen E. Xie Shang Yang Haotian Tang Muyang Li Y. Lu Song Han DiffM 54 35 0 20 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 62 12 0 03 Jan 2025
LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning Shuguang Chen Guang Lin LRM 30 0 0 28 Dec 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 33 3 0 07 Nov 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 34 4 0 23 Oct 2024
SPA-Bench: A Comprehensive Benchmark for SmartPhone Agent Evaluation Jingxuan Chen Derek Yuen Bin Xie Y. Yang Gongwei Chen ... Liqiang Nie Yasheng Wang Jianye Hao Jun Wang Kun Shao LLMAG 21 5 0 19 Oct 2024
GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models Aditya Sharma Aman Dalmia Mehran Kazemi Amal Zouaq Christopher J. Pal LRM 11 0 0 17 Oct 2024
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Ji-Rong Wen 46 9 0 10 Oct 2024
Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning Xiyao Wang Linfeng Song Ye Tian Dian Yu Baolin Peng Haitao Mi Furong Huang Dong Yu LRM 34 9 0 09 Oct 2024
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification Zhenwen Liang Ye Liu Tong Niu Xiangliang Zhang Yingbo Zhou Semih Yavuz LRM 19 17 0 05 Oct 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 41 2 0 18 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 18 8 0 10 Jun 2024
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Hyeonwoo Kim Gyoungjin Gim Yungi Kim Jihoo Kim Byungju Kim Wonseok Lee Chanjun Park ReLM LRM 18 1 0 05 Apr 2024
Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning Zhiheng Xi Wenxiang Chen Boyang Hong Senjie Jin Rui Zheng ... Xinbo Zhang Peng Sun Tao Gui Qi Zhang Xuanjing Huang LRM 27 20 0 08 Feb 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 16 18 0 28 Dec 2023
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 11 47 0 14 Dec 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 154 576 0 06 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,953 0 22 Mar 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 208 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