大模型推理能力

Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning

Qiming Bao, Gael Gendron, Alex Yuxuan Peng, Wanjun Zhong, Neset Tan, Yang Chen, Michael Witbrock, Jiamou Liu

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

Comments The short version (v3) was accepted for oral presentation at the first LLM@IJCAI 2023 non-archival symposium, and the full version was accepted by ICONIP 2024

Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data

Jiaming Zhou, Abbas Ghaddar, Ge Zhang, Liheng Ma, Yaochen Hu, Soumyasundar Pal, Mark Coates, Bin Wang, Yingxue Zhang, Jianye Hao

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

P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains

Simeng Han, Aaron Yu, Rui Shen, Zhenting Qi, Martin Riddell, Wenfei Zhou, Yujie Qiao, Yilun Zhao, Semih Yavuz, Ye Liu, Shafiq Joty, Yingbo Zhou, Caiming Xiong, Dragomir Radev, Rex Ying, Arman Cohan

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

LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models

Yuxuan Wan, Wenxuan Wang, Yiliu Yang, Youliang Yuan, Jen-tse Huang, Pinjia He, Wenxiang Jiao, Michael R. Lyu

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

Comments Accepted by EMNLP 2024

Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning

Jeonghoon Kim, Heesoo Jung, Hyeju Jang, Hogun Park

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

Comments Accepted to ACL 2024 Findings

DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy

Hongda Sun, Weikai Xu, Wei Liu, Jian Luan, Bin Wang, Shuo Shang, Ji-Rong Wen, Rui Yan

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

Comments Accepted at ACL 2024 Main, Code repo: https://github.com/XiaoMi/DetermLR

ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base

Siyu Yuan, Jiangjie Chen, Changzhi Sun, Jiaqing Liang, Yanghua Xiao, Deqing Yang

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

Comments Accepted to ACL 2024

Evidence from counterfactual tasks supports emergent analogical reasoning in large language models

Taylor Webb, Keith J. Holyoak, Hongjing Lu

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

Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding

Yanda Li, Dixuan Wang, Jiaqing Liang, Guochao Jiang, Qianyu He, Yanghua Xiao, Deqing Yang

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

A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning

Ruixin Hong, Hongming Zhang, Xinyu Pang, Dong Yu, Changshui Zhang

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

Comments NAACL 2024 Main Conference

Logical Reasoning over Natural Language as Knowledge Representation: A Survey

Zonglin Yang, Xinya Du, Rui Mao, Jinjie Ni, Erik Cambria

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

Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models

Martha Lewis, Melanie Mitchell

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

Teaching Probabilistic Logical Reasoning to Transformers

Aliakbar Nafar, Kristen Brent Venable, Parisa Kordjamshidi

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

Comments This work is part of the proceedings of EACL Findings 2024

Enhancing Logical Reasoning in Large Language Models to Facilitate Legal Applications

Ha-Thanh Nguyen, Wachara Fungwacharakorn, Ken Satoh

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

Comments ALP@JURIX2023

Retrieval-Augmented Neural Response Generation Using Logical Reasoning and Relevance Scoring

Nicholas Thomas Walker, Stefan Ultes, Pierre Lison

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

Comments Presented at SemDial, August 2023 in Maribor, Slovenia

IDOL: Indicator-oriented Logic Pre-training for Logical Reasoning

Zihang Xu, Ziqing Yang, Yiming Cui, Shijin Wang

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

Comments Accepted to the Findings of ACL 2023

Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4

Hanmeng Liu, Ruoxi Ning, Zhiyang Teng, Jian Liu, Qiji Zhou, Yue Zhang

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

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure

Yinya Huang, Hongming Zhang, Ruixin Hong, Xiaodan Liang, Changshui Zhang, Dong Yu

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

Comments To appear at the main conference of EMNLP 2022

Journal ref EMNLP 2022

Join-Chain Network: A Logical Reasoning View of the Multi-head Attention in Transformer

Jianyi Zhang, Yiran Chen, Jianshu Chen

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

Comments Accepted by 2022 IEEE International Conference on Data Mining (ICDM 2022) Workshop on Foundation Models for Vision and Language

Does Wikidata Support Analogical Reasoning?

Filip Ilievski, Jay Pujara, Kartik Shenoy

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

Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning

Antonia Creswell, Murray Shanahan, Irina Higgins

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

Logical Reasoning for Task Oriented Dialogue Systems

Sajjad Beygi, Maryam Fazel-Zarandi, Alessandra Cervone, Prakash Krishnan, Siddhartha Reddy Jonnalagadda

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

Analogical Reasoning for Visually Grounded Language Acquisition

Bo Wu, Haoyu Qin, Alireza Zareian, Carl Vondrick, Shih-Fu Chang

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

Comments 12 pages

SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver

Po-Wei Wang, Priya L. Donti, Bryan Wilder, Zico Kolter

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

Comments Accepted at ICML'19. The code can be found at https://github.com/locuslab/satnet

Complex Logical Reasoning over Knowledge Graphs using Large Language Models

Nurendra Choudhary, Chandan K. Reddy

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

Comments Code available at https://github.com/Akirato/LLM-KG-Reasoning

Elucidating STEM Concepts through Generative AI: A Multi-modal Exploration of Analogical Reasoning

Chen Cao, Zijian Ding, Gyeong-Geon Lee, Jiajun Jiao, Jionghao Lin, Xiaoming Zhai

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

Journal ref IJCAI2023 Symposium on Multimodal Reasoning with LLM

A False Average: Chain-of-Thought Monitors Collapse Where They Are the Only Defense

虚假的平均值：思维链监控在其作为唯一防御的地方失效

Shikhar Shiromani, Leo Richter

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

AI总结 该研究指出思维链监控在作为唯一防御时会失效，攻击者通过重写智能体推理可大幅降低监控捕获率，攻击可跨模型迁移，仅轨迹防御难恢复，需外部信息辅助。

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning

DiscoLoop: 循环离散嵌入与连续隐藏状态用于多跳推理

Hengyu Fu, Tianyu Guo, Zixuan Wang, Hanlin Zhu, Jason D. Lee, Jiantao Jiao, Stuart Russell, Song Mei

机构 * University of California, Berkeley（加州大学伯克利分校） 纠错

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

AI总结 针对多跳推理中非循环Transformer的深度局部存储问题，提出DiscoLoop架构，通过循环同时携带离散嵌入和连续隐藏状态，实现近乎完美的泛化，并在符号和合成语言任务中显著减少训练步数。

Comments 16 pages, 7 figures

Beyond Semantic Dominance: Cognitive Affective Reasoning and Empathetic Response Alignment in Audio Language Models

超越语义主导：音频语言模型中的认知情感推理与共情响应对齐

Zhixian Zhao, Shuiyuan Wang, Wenjie Tian, Jingbin Hu, Ziyu Zhang, Lei Xie

机构 * Northwestern Polytechnical University（西北工业大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；CoT(abstract,abstract_cn)；chain-of-thought(abstract)；logical reasoning(abstract)

AI总结 提出CogAudio-LLM框架，通过构建LIME-440K数据集实现声学-语义解耦，设计EIPS思维链机制进行心理推理，并采用DR-SAPO优化策略平衡逻辑严谨性与共情质量，解决音频语言模型中的语义主导和情感认知不足问题。

Comments Accepted by Interspeech2026

L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Pranjal Aggarwal, Sean Welleck

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；test-time compute(abstract)

Comments Accepted at COLM 2025