大模型推理能力

Measuring the Faithfulness of Thinking Drafts in Large Reasoning Models

Zidi Xiong, Shan Chen, Zhenting Qi, Himabindu Lakkaraju

机构 * Harvard University（哈佛大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI

HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation

Hao Liu, Zhengren Wang, Xi Chen, Zhiyu Li, Feiyu Xiong, Qinhan Yu, Wentao Zhang

机构 * Peking University（北京大学） ； Center for LLM, Institute for Advanced Algorithms Research（大模型中心，高级算法研究所） ； Huazhong University of Science and Technology（华中科技大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans

Yansheng Qiu, Li Xiao, Zhaopan Xu, Pengfei Zhou, Zheng Wang, Kaipeng Zhang

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.AI

CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs

Yingming Zheng, Xiaoliang Liu, Peng Wu, Li Pan

机构 * School of Computer Science, Shanghai Jiao Tong University, Shanghai, China（上海交通大学计算机科学学院） ； Shanghai KEY Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China（上海信息安全集成管理技术重点实验室） ； School of Politics, National Defense University, Shanghai, China（国防大学政治学院） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

From Chaos to Order: The Atomic Reasoner Framework for Fine-grained Reasoning in Large Language Models

Jinyi Liu, Yan Zheng, Rong Cheng, Qiyu Wu, Wei Guo, Fei Ni, Hebin Liang, Yifu Yuan, Hangyu Mao, Fuzheng Zhang, Jianye Hao

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning

Tianle Xia, Liang Ding, Guojia Wan, Yibing Zhan, Bo Du, Dacheng Tao

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Sphere Neural-Networks for Rational Reasoning

Tiansi Dong, Mateja Jamnik, Pietro Liò

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.AI

AutoLogi: Automated Generation of Logic Puzzles for Evaluating Reasoning Abilities of Large Language Models

Qin Zhu, Fei Huang, Runyu Peng, Keming Lu, Bowen Yu, Qinyuan Cheng, Xipeng Qiu, Xuanjing Huang, Junyang Lin

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning

Lin Zhang, Lijie Hu, Di Wang

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.AI

Comments Accepted by NAACL2025

Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning

Venkatesh Mishra, Bimsara Pathiraja, Mihir Parmar, Sat Chidananda, Jayanth Srinivasa, Gaowen Liu, Ali Payani, Chitta Baral

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments Accepted to NAACL 2025 Findings

Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization

Zishun Yu, Tengyu Xu, Di Jin, Karthik Abinav Sankararaman, Yun He, Wenxuan Zhou, Zhouhao Zeng, Eryk Helenowski, Chen Zhu, Sinong Wang, Hao Ma, Han Fang

专题命中 逻辑推理 ：reasoning(title,abstract)；self-correction(abstract)；分类 cs.AI

Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning

Haoyu Han, Yaochen Xie, Hui Liu, Xianfeng Tang, Sreyashi Nag, William Headden, Hui Liu, Yang Li, Chen Luo, Shuiwang Ji, Qi He, Jiliang Tang

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World

Rujie Wu, Xiaojian Ma, Zhenliang Zhang, Wei Wang, Qing Li, Song-Chun Zhu, Yizhou Wang

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.LG

Comments Accepted to ICLR 2024

$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models

Huanxuan Liao, Shizhu He, Yupu Hao, Xiang Li, Yuanzhe Zhang, Jun Zhao, Kang Liu

专题命中 逻辑推理 ：CoT(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments Accepted to COLING 2025

Unlocking Temporal Question Answering for Large Language Models with Tailor-Made Reasoning Logic

Xingxuan Li, Liying Cheng, Qingyu Tan, Hwee Tou Ng, Shafiq Joty, Lidong Bing

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments Work in progress

FOLIO: Natural Language Reasoning with First-Order Logic

Simeng Han, Hailey Schoelkopf, Yilun Zhao, Zhenting Qi, Martin Riddell, Wenfei Zhou, James Coady, David Peng, Yujie Qiao, Luke Benson, Lucy Sun, Alex Wardle-Solano, Hannah Szabo, Ekaterina Zubova, Matthew Burtell, Jonathan Fan, Yixin Liu, Brian Wong, Malcolm Sailor, Ansong Ni, Linyong Nan, Jungo Kasai, Tao Yu, Rui Zhang, Alexander R. Fabbri, Wojciech Kryscinski, Semih Yavuz, Ye Liu, Xi Victoria Lin, Shafiq Joty, Yingbo Zhou, Caiming Xiong, Rex Ying, Arman Cohan, Dragomir Radev

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Structured Event Reasoning with Large Language Models

Li Zhang

专题命中 逻辑推理 ：reasoning(title,abstract)；planning(abstract)；分类 cs.CL

Comments PhD thesis

NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning

Nathaniel Weir, Peter Clark, Benjamin Van Durme

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments Published at IJCAI 2024

PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering

Fangzhi Xu, Qika Lin, Tianzhe Zhao, Jiawei Han, Jun Liu

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments Accepted by ACL 2024

Symbolic Chain-of-Thought Distillation: Small Models Can Also "Think" Step-by-Step

Liunian Harold Li, Jack Hessel, Youngjae Yu, Xiang Ren, Kai-Wei Chang, Yejin Choi

专题命中 逻辑推理 ：chain-of-thought(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments ACL 2023

Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models

Hyungjoo Chae, Yeonghyeon Kim, Seungone Kim, Kai Tzu-iunn Ong, Beong-woo Kwak, Moohyeon Kim, Seonghwan Kim, Taeyoon Kwon, Jiwan Chung, Youngjae Yu, Jinyoung Yeo

专题命中 逻辑推理 ：reasoning(title,abstract)；CoT(abstract)；分类 cs.CL

Comments 38 pages, 4 figures

Evaluating Step-by-Step Reasoning through Symbolic Verification

Yi-Fan Zhang, Hanlin Zhang, Li Erran Li, Eric Xing

专题命中 逻辑推理 ：reasoning(title,abstract)；CoT(abstract)；分类 cs.CL

Comments NAACL-Findings, 2024

Certified Deductive Reasoning with Language Models

Gabriel Poesia, Kanishk Gandhi, Eric Zelikman, Noah D. Goodman

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.AI

POE: Process of Elimination for Multiple Choice Reasoning

Chenkai Ma, Xinya Du

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments Accepted as a short paper at EMNLP 2023

Breaking the Language Barrier: Improving Cross-Lingual Reasoning with Structured Self-Attention

Negar Foroutan, Mohammadreza Banaei, Karl Aberer, Antoine Bosselut

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments EMNLP 2023 - Findings

ALERT: Adapting Language Models to Reasoning Tasks

Ping Yu, Tianlu Wang, Olga Golovneva, Badr AlKhamissi, Siddharth Verma, Zhijing Jin, Gargi Ghosh, Mona Diab, Asli Celikyilmaz

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios

Jiaxuan Li, Lang Yu, Allyson Ettinger

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments Accepted to ACL 2023. arXiv admin note: substantial text overlap with arXiv:2212.03278

Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models

Zhihong Shao, Yeyun Gong, Yelong Shen, Minlie Huang, Nan Duan, Weizhu Chen

专题命中 逻辑推理 ：chain-of-thought(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments Preprint

Neuro-Symbolic Spatio-Temporal Reasoning

Jae Hee Lee, Michael Sioutis, Kyra Ahrens, Marjan Alirezaie, Matthias Kerzel, Stefan Wermter

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.AI

Comments Contribution to the book "A Compendium of Neuro-Symbolic Artificial Intelligence", which is to appear in the first half of 2023

Counterfactual reasoning: Do language models need world knowledge for causal understanding?

Jiaxuan Li, Lang Yu, Allyson Ettinger

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments 5 pages, accepted to nCSI workshop at NeurIPS 2022