大模型推理能力

Enhancing Mathematical Reasoning in LLMs with Background Operators

Jiajun Chen, Yik-Cheung Tam

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning

Neale Ratzlaff, Man Luo, Xin Su, Vasudev Lal, Phillip Howard

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents

Raj Jaiswal, Dhruv Jain, Harsh Parimal Popat, Avinash Anand, Abhishek Dharmadhikari, Atharva Marathe, Rajiv Ratn Shah

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 7 pages

Mars-PO: Multi-Agent Reasoning System Preference Optimization

Xiaoxuan Lou, Chaojie Wang, Bo An

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving

Saad Tahmid, Sourav Sarker

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

GFlowNet Fine-tuning for Diverse Correct Solutions in Mathematical Reasoning Tasks

Ryoichi Takase, Masaya Tsunokake, Yuta Tsuchiya, Shota Inuzuka

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

SIKeD: Self-guided Iterative Knowledge Distillation for mathematical reasoning

Shivam Adarsh, Kumar Shridhar, Caglar Gulcehre, Nicholas Monath, Mrinmaya Sachan

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist

Zihao Zhou, Shudong Liu, Maizhen Ning, Wei Liu, Jindong Wang, Derek F. Wong, Xiaowei Huang, Qiufeng Wang, Kaizhu Huang

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 43 pages,Preprint

Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Wenhao Shi, Zhiqiang Hu, Yi Bin, Junhua Liu, Yang Yang, See-Kiong Ng, Lidong Bing, Roy Ka-Wei Lee

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted at Findings of EMNLP2024

MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs

Lei Wang, Shan Dong, Yuhui Xu, Hanze Dong, Yalu Wang, Amrita Saha, Ee-Peng Lim, Caiming Xiong, Doyen Sahoo

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Work-in-Progress

Learning to Love Edge Cases in Formative Math Assessment: Using the AMMORE Dataset and Chain-of-Thought Prompting to Improve Grading Accuracy

Owen Henkel, Hannah Horne-Robinson, Maria Dyshel, Nabil Ch, Baptiste Moreau-Pernet, Ralph Abood

专题命中 数学推理 ：chain-of-thought(title,abstract)；分类 cs.AI

Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning

Wenwen Zhuang, Xin Huang, Xiantao Zhang, Jin Zeng

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Large Language Models for Mathematical Reasoning: Progresses and Challenges

Janice Ahn, Rishu Verma, Renze Lou, Di Liu, Rui Zhang, Wenpeng Yin

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments EACL 2024 Student Research Workshop, 8 pages

SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models

Dian Yu, Baolin Peng, Ye Tian, Linfeng Song, Haitao Mi, Dong Yu

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Does Reasoning Emerge? Examining the Probabilities of Causation in Large Language Models

Javier González, Aditya V. Nori

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

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

Vernon Toh Yan Han, Ratish Puduppully, Nancy F. Chen

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments AI4MATH Workshop @ ICML 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

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training

Mengzhao Jia, Zhihan Zhang, Wenhao Yu, Fangkai Jiao, Meng Jiang

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning

Deepanway Ghosal, Vernon Toh Yan Han, Chia Yew Ken, Soujanya Poria

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs

Shashank Gupta, Vaishnavi Shrivastava, Ameet Deshpande, Ashwin Kalyan, Peter Clark, Ashish Sabharwal, Tushar Khot

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Project page: https://allenai.github.io/persona-bias. Paper to appear at ICLR 2024. Added results for other LLMs in v2 (similar findings)

Conic10K: A Challenging Math Problem Understanding and Reasoning Dataset

Haoyi Wu, Wenyang Hui, Yezeng Chen, Weiqi Wu, Kewei Tu, Yi Zhou

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted to EMNLP2023 Findings

Can ChatGPT Defend its Belief in Truth? Evaluating LLM Reasoning via Debate

Boshi Wang, Xiang Yue, Huan Sun

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments EMNLP-23 (findings)

Analysis of the Reasoning with Redundant Information Provided Ability of Large Language Models

Wenbei Xie

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Notes on a Path to AI Assistance in Mathematical Reasoning

Alex Kontorovich

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 7 pages

Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Zheng Yuan, Hongyi Yuan, Chengpeng Li, Guanting Dong, Keming Lu, Chuanqi Tan, Chang Zhou, Jingren Zhou

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Working in Progress

Peano: Learning Formal Mathematical Reasoning

Gabriel Poesia, Noah D. Goodman

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

LEMMA: Bootstrapping High-Level Mathematical Reasoning with Learned Symbolic Abstractions

Zhening Li, Gabriel Poesia, Omar Costilla-Reyes, Noah Goodman, Armando Solar-Lezama

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 10 pages, 2 figures; to appear in 2nd MATH-AI Workshop at NeurIPS'22

Abstraction, Reasoning and Deep Learning: A Study of the "Look and Say" Sequence

Wlodek W. Zadrozny

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 12 pages; 5 figures

Paraconsistent Foundations for Probabilistic Reasoning, Programming and Concept Formation

Ben Goertzel

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Injecting Numerical Reasoning Skills into Language Models

Mor Geva, Ankit Gupta, Jonathan Berant

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments ACL 2020