大模型推理能力

Combining Domain-Specific Models and LLMs for Automated Disease Phenotyping from Survey Data

Gal Beeri, Benoit Chamot, Elena Latchem, Shruthi Venkatesh, Sarah Whalan, Van Zyl Kruger, David Martino

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

Can OpenAI o1 outperform humans in higher-order cognitive thinking?

Ehsan Latif, Yifan Zhou, Shuchen Guo, Lehong Shi, Yizhu Gao, Matthew Nyaaba, Arne Bewerdorff, Xiantong Yang, Xiaoming Zhai

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

Nl2Hltl2Plan: Scaling Up Natural Language Understanding for Multi-Robots Through Hierarchical Temporal Logic Task Representation

Shaojun Xu, Xusheng Luo, Yutong Huang, Letian Leng, Ruixuan Liu, Changliu Liu

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

LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments

Ruirui Chen, Weifeng Jiang, Chengwei Qin, Ishaan Singh Rawal, Cheston Tan, Dongkyu Choi, Bo Xiong, Bo Ai

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

Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash

Parsa Hejabi, Elnaz Rahmati, Alireza S. Ziabari, Preni Golazizian, Jesse Thomason, Morteza Dehghani

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

Comments Accepted at Wordplay: When Language Meets Games @ ACL 2024

Knowledge Authoring with Factual English, Rules, and Actions

Yuheng Wang

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

Comments PhD thesis

Can Multimodal Large Language Model Think Analogically?

Diandian Guo, Cong Cao, Fangfang Yuan, Dakui Wang, Wei Ma, Yanbing Liu, Jianhui Fu

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

A Systematic Assessment of OpenAI o1-Preview for Higher Order Thinking in Education

Ehsan Latif, Yifan Zhou, Shuchen Guo, Yizhu Gao, Lehong Shi, Matthew Nayaaba, Gyeonggeon Lee, Liang Zhang, Arne Bewersdorff, Luyang Fang, Xiantong Yang, Huaqin Zhao, Hanqi Jiang, Haoran Lu, Jiaxi Li, Jichao Yu, Weihang You, Zhengliang Liu, Vincent Shung Liu, Hui Wang, Zihao Wu, Jin Lu, Fei Dou, Ping Ma, Ninghao Liu, Tianming Liu, Xiaoming Zhai

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

Comments An assessment of OpenAI o1-Preview for Higher Order Thinking in Education

Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous Driving

Jianbiao Mei, Yukai Ma, Xuemeng Yang, Licheng Wen, Xinyu Cai, Xin Li, Daocheng Fu, Bo Zhang, Pinlong Cai, Min Dou, Botian Shi, Liang He, Yong Liu, Yu Qiao

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

Comments NeurIPS 2024

Can Large Language Models Reason? A Characterization via 3-SAT

Rishi Hazra, Gabriele Venturato, Pedro Zuidberg Dos Martires, Luc De Raedt

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

From Babbling to Fluency: Evaluating the Evolution of Language Models in Terms of Human Language Acquisition

Qiyuan Yang, Pengda Wang, Luke D. Plonsky, Frederick L. Oswald, Hanjie Chen

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

A Systematic Analysis of Large Language Models as Soft Reasoners: The Case of Syllogistic Inferences

Leonardo Bertolazzi, Albert Gatt, Raffaella Bernardi

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

Comments Accepted to EMNLP 2024 (main conference)

KARGEN: Knowledge-enhanced Automated Radiology Report Generation Using Large Language Models

Yingshu Li, Zhanyu Wang, Yunyi Liu, Lei Wang, Lingqiao Liu, Luping Zhou

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

Wait, but Tylenol is Acetaminophen... Investigating and Improving Language Models' Ability to Resist Requests for Misinformation

Shan Chen, Mingye Gao, Kuleen Sasse, Thomas Hartvigsen, Brian Anthony, Lizhou Fan, Hugo Aerts, Jack Gallifant, Danielle Bitterman

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

Comments Submitted for Review

Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Zhiyuan Li, Hong Liu, Denny Zhou, Tengyu Ma

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

Comments 38 pages, 10 figures. Accepted by ICLR 2024

DoReMi: Grounding Language Model by Detecting and Recovering from Plan-Execution Misalignment

Yanjiang Guo, Yen-Jen Wang, Lihan Zha, Jianyu Chen

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

Comments Published in IROS 2024

Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation

Jiachen Zhu, Jianghao Lin, Xinyi Dai, Bo Chen, Rong Shan, Jieming Zhu, Ruiming Tang, Yong Yu, Weinan Zhang

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

LLM4Drive: A Survey of Large Language Models for Autonomous Driving

Zhenjie Yang, Xiaosong Jia, Hongyang Li, Junchi Yan

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

Comments GitHub Repo: https://github.com/Thinklab-SJTU/Awesome-LLM4AD

Improving Large Language Models in Event Relation Logical Prediction

Meiqi Chen, Yubo Ma, Kaitao Song, Yixin Cao, Yan Zhang, Dongsheng Li

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

Comments ACL 2024

LLMs' Understanding of Natural Language Revealed

Walid S. Saba

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

Deceptive AI systems that give explanations are more convincing than honest AI systems and can amplify belief in misinformation

Valdemar Danry, Pat Pataranutaporn, Matthew Groh, Ziv Epstein, Pattie Maes

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

Bike Frames: Understanding the Implicit Portrayal of Cyclists in the News

Xingmeng Zhao, Dan Schumacher, Sashank Nalluri, Xavier Walton, Suhana Shrestha, Anthony Rios

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

Comments Accepted to AAAI ICWSM 2025

Investigating Cultural Alignment of Large Language Models

Badr AlKhamissi, Muhammad ElNokrashy, Mai AlKhamissi, Mona Diab

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

Comments ACL 2024 (Main)

Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs

Siyuan Wang, Zhongyu Wei, Yejin Choi, Xiang Ren

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

Comments Accepted as a long paper to ACL 2024 Main

City-LEO: Toward Transparent City Management Using LLM with End-to-End Optimization

Zihao Jiao, Mengyi Sha, Haoyu Zhang, Xinyu Jiang, Wei Qi

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

Comments 26 pages, 8 figures, 5 tables

Exploring Self-supervised Logic-enhanced Training for Large Language Models

Fangkai Jiao, Zhiyang Teng, Bosheng Ding, Zhengyuan Liu, Nancy F. Chen, Shafiq Joty

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

Comments 16 pages, NAACL 2024

Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation

Neeraj Varshney, Satyam Raj, Venkatesh Mishra, Agneet Chatterjee, Ritika Sarkar, Amir Saeidi, Chitta Baral

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

SGLang: Efficient Execution of Structured Language Model Programs

Lianmin Zheng, Liangsheng Yin, Zhiqiang Xie, Chuyue Sun, Jeff Huang, Cody Hao Yu, Shiyi Cao, Christos Kozyrakis, Ion Stoica, Joseph E. Gonzalez, Clark Barrett, Ying Sheng

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

WatME: Towards Lossless Watermarking Through Lexical Redundancy

Liang Chen, Yatao Bian, Yang Deng, Deng Cai, Shuaiyi Li, Peilin Zhao, Kam-fai Wong

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

Comments Accepted to ACL 2024 main conference

A Synergistic Approach In Network Intrusion Detection By Neurosymbolic AI

Alice Bizzarri, Chung-En Yu, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D. Bastian

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