大模型推理能力 - arXivDaily 专题

2502.06807 2025-02-20 cs.LG cs.AI cs.CL 82%

Competitive Programming with Large Reasoning Models

OpenAI, :, Ahmed El-Kishky, Alexander Wei, Andre Saraiva, Borys Minaiev, Daniel Selsam, David Dohan, Francis Song, Hunter Lightman, Ignasi Clavera, Jakub Pachocki, Jerry Tworek, Lorenz Kuhn, Lukasz Kaiser, Mark Chen, Max Schwarzer, Mostafa Rohaninejad, Nat McAleese, o3 contributors, Oleg Mürk, Rhythm Garg, Rui Shu, Szymon Sidor, Vineet Kosaraju, Wenda Zhou

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2502.13025 2025-02-19 cs.AI cond-mat.mtrl-sci cs.CL cs.LG 82%

Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks

Markus J. Buehler

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2410.09302 2025-02-12 cs.LG cs.AI cs.CL 82%

Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

Kaixuan Ji, Guanlin Liu, Ning Dai, Qingping Yang, Renjie Zheng, Zheng Wu, Chen Dun, Quanquan Gu, Lin Yan

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2501.14300 2025-01-27 cs.AI cs.CL cs.LG cs.SI 82%

Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph

Xujian Liang, Zhaoquan Gu

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2501.02026 2025-01-07 cs.CL cs.AI cs.LG cs.LO 82%

Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models

Kaleem Ullah Qasim, Jiashu Zhang, Tariq Alsahfi, Ateeq Ur Rehman Butt

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2412.16145 2024-12-30 cs.LG cs.AI cs.CL 82%

Offline Reinforcement Learning for LLM Multi-Step Reasoning

Huaijie Wang, Shibo Hao, Hanze Dong, Shenao Zhang, Yilin Bao, Ziran Yang, Yi Wu

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2412.16771 2024-12-24 cs.CV 82%

SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization

Tan-Hanh Pham, Hoang-Nam Le, Phu-Vinh Nguyen, Chris Ngo, Truong-Son Hy

专题命中复杂问题求解：reasoning(title,abstract)；CoT(abstract)

Comments 10 pages

2410.01782 2024-10-03 cs.CL cs.AI cs.LG 82%

Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models

Shayekh Bin Islam, Md Asib Rahman, K S M Tozammel Hossain, Enamul Hoque, Shafiq Joty, Md Rizwan Parvez

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to EMNLP 2024 Findings. Website: https://openragmoe.github.io/. 14 pages, 7 figures, 5 tables

2308.00071 2024-10-01 cs.CL cs.AI cs.CY cs.LG 82%

On The Role of Reasoning in the Identification of Subtle Stereotypes in Natural Language

Jacob-Junqi Tian, Omkar Dige, D. B. Emerson, Faiza Khan Khattak

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 15 pages, 11 Figures, 3 Tables

2408.02210 2024-08-06 cs.CV 82%

ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning

Yuxuan Wang, Alan Yuille, Zhuowan Li, Zilong Zheng

专题命中复杂问题求解：reasoning(title,abstract)；planning(abstract)

Comments To Appear at COLM 2024

2402.13254 2024-06-13 cs.CV cs.AI cs.CL cs.LG 82%

CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examples

Jianrui Zhang, Mu Cai, Tengyang Xie, Yong Jae Lee

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 15 pages, 6 figures, 12 tables, Project Page: https://countercurate.github.io/

2406.06469 2024-06-11 cs.AI cs.CL cs.LG 82%

Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning

Joongwon Kim, Bhargavi Paranjape, Tushar Khot, Hannaneh Hajishirzi

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 50 pages, 42 figures. Project webpage available [here](https://agent-husky.github.io/)

2406.00115 2024-06-04 cs.PL 82%

Towards LLM-Powered Verilog RTL Assistant: Self-Verification and Self-Correction

Hanxian Huang, Zhenghan Lin, Zixuan Wang, Xin Chen, Ke Ding, Jishen Zhao

专题命中复杂问题求解：self-correction(title)；reasoning(abstract)；chain-of-thought(abstract)

2405.20139 2024-05-31 cs.CL cs.AI cs.LG 82%

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Costas Mavromatis, George Karypis

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2405.18358 2024-05-29 cs.CL cs.AI cs.CV cs.LG 82%

MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning

Somnath Kumar, Yash Gadhia, Tanuja Ganu, Akshay Nambi

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2405.13044 2024-05-24 cs.CL cs.AI cs.IR cs.LG 82%

Case-Based Reasoning Approach for Solving Financial Question Answering

Yikyung Kim, Jay-Yoon Lee

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2311.05772 2024-04-10 cs.AI cs.CL cs.LG 82%

ADaPT: As-Needed Decomposition and Planning with Language Models

Archiki Prasad, Alexander Koller, Mareike Hartmann, Peter Clark, Ashish Sabharwal, Mohit Bansal, Tushar Khot

专题命中复杂问题求解：planning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NAACL 2024 (findings) camera-ready. Project Page: https://allenai.github.io/adaptllm

2404.00051 2024-04-02 cs.AI cs.CL cs.LG 82%

Deja vu: Contrastive Historical Modeling with Prefix-tuning for Temporal Knowledge Graph Reasoning

Miao Peng, Ben Liu, Wenjie Xu, Zihao Jiang, Jiahui Zhu, Min Peng

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to NAACL 2024 Findings

2402.05808 2024-03-19 cs.AI cs.CL cs.LG 82%

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning

Zhiheng Xi, Wenxiang Chen, Boyang Hong, Senjie Jin, Rui Zheng, Wei He, Yiwen Ding, Shichun Liu, Xin Guo, Junzhe Wang, Honglin Guo, Wei Shen, Xiaoran Fan, Yuhao Zhou, Shihan Dou, Xiao Wang, Xinbo Zhang, Peng Sun, Tao Gui, Qi Zhang, Xuanjing Huang

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Preprint. Codes released: https://github.com/WooooDyy/LLM-Reverse-Curriculum-RL

2403.09479 2024-03-15 cs.LG cs.AI cs.CL 82%

Laying the Foundation First? Investigating the Generalization from Atomic Skills to Complex Reasoning Tasks

Yuncheng Huang, Qianyu He, Yipei Xu, Jiaqing Liang, Yanghua Xiao

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2212.09597 2023-09-19 cs.CL cs.AI cs.CV cs.IR cs.LG 82%

Reasoning with Language Model Prompting: A Survey

Shuofei Qiao, Yixin Ou, Ningyu Zhang, Xiang Chen, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Huajun Chen

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL 2023, 24 pages, add references of theoretical analysis

2307.12057 2023-08-29 cs.CL cs.AI cs.LG 82%

External Reasoning: Towards Multi-Large-Language-Models Interchangeable Assistance with Human Feedback

Akide Liu

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments technical report, add code link. arXiv admin note: text overlap with arXiv:2305.11206 by other authors

2205.08806 2022-08-09 cs.CL cs.AI cs.LG 82%

Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer

Weishan Cai, Wenjun Ma, Jieyu Zhan, Yuncheng Jiang

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by IJCAI-ECAI 2022

2204.10448 2022-04-25 cs.CV cs.AI cs.CL cs.LG 82%

Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering

Yu-Jung Heo, Eun-Sol Kim, Woo Suk Choi, Byoung-Tak Zhang

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at ACL 2022

2112.05785 2021-12-14 cs.CL cs.AI cs.LG 82%

TempoQR: Temporal Question Reasoning over Knowledge Graphs

Costas Mavromatis, Prasanna Lakkur Subramanyam, Vassilis N. Ioannidis, Soji Adeshina, Phillip R. Howard, Tetiana Grinberg, Nagib Hakim, George Karypis

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments AAAI 2022

2503.24377 2025-04-01 cs.CL cs.AI 82%

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Rui Wang, Hongru Wang, Boyang Xue, Jianhui Pang, Shudong Liu, Yi Chen, Jiahao Qiu, Derek Fai Wong, Heng Ji, Kam-Fai Wong

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments In Progress; Paper list Repo: https://github.com/DevoAllen/Awesome-Reasoning-Economy-Papers

2411.13754 2024-11-22 cs.LG cs.AI cs.CV 82%

Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios

Shantanu Jaiswal, Debaditya Roy, Basura Fernando, Cheston Tan

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2024 camera ready; source code to be released at: https://github.com/shantanuj/IPRM_Iterative_and_Parallel_Reasoning_Mechanism

2406.19502 2024-10-07 cs.CL cs.AI 82%

Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization

Miyoung Ko, Sue Hyun Park, Joonsuk Park, Minjoon Seo

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments published at EMNLP 2024; code is available at https://github.com/kaistAI/knowledge-reasoning

2608.09106 2026-08-19 cs.CL 版本更新 81%

LexKairos: Benchmarking Legal Temporal Capabilities in LLMs

LexKairos：评估大型语言模型的法律时间能力基准

Chenyang Li, Zejia Feng, Yuqin Huang, Yuxiao Ye, Huiyuan Xie

专题命中复杂问题求解：CoT(abstract,abstract_cn)；reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

AI总结本研究提出LexKairos基准，评估LLMs的中文法律时间能力，经多设置测试发现Gemini-3-Flash表现最优，但现有模型在时间敏感任务上仍存局限，相关能力待提升。

Comments 15 pages, 5 figures

2608.11247 2026-08-13 cs.AI cs.MA 新提交 81%

Conformity Mitigations in Large Language Models Lie on a Single Resistance-Receptivity Frontier

大语言模型中的从众效应缓解措施存在于单一的抵抗-接受边界上

Zafar Hussain, Kristoffer Nielbo

机构 * Aarhus University（奥胡斯大学）

专题命中复杂问题求解：reasoning(summary_cn,abstract)；分类 cs.AI

AI总结该研究针对大语言模型的从众效应，提出抵抗-接受双维度评估，发现多数缓解措施存在此消彼长的边界，仅Reasoning可同时提升抵抗性与接受性。

1. 复杂问题求解 5021 篇

Competitive Programming with Large Reasoning Models

Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks

Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph

Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models

Offline Reinforcement Learning for LLM Multi-Step Reasoning

SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization

Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models

On The Role of Reasoning in the Identification of Subtle Stereotypes in Natural Language

ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning

CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examples

Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning

Towards LLM-Powered Verilog RTL Assistant: Self-Verification and Self-Correction

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning

Case-Based Reasoning Approach for Solving Financial Question Answering

ADaPT: As-Needed Decomposition and Planning with Language Models

Deja vu: Contrastive Historical Modeling with Prefix-tuning for Temporal Knowledge Graph Reasoning

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning

Laying the Foundation First? Investigating the Generalization from Atomic Skills to Complex Reasoning Tasks

Reasoning with Language Model Prompting: A Survey

External Reasoning: Towards Multi-Large-Language-Models Interchangeable Assistance with Human Feedback

Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer

Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering

TempoQR: Temporal Question Reasoning over Knowledge Graphs

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios

Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization

LexKairos: Benchmarking Legal Temporal Capabilities in LLMs

Conformity Mitigations in Large Language Models Lie on a Single Resistance-Receptivity Frontier