语言大模型 / LLM

MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data

Meng Fang, Xiangpeng Wan, Fei Lu, Fei Xing, Kai Zou

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Improving Arithmetic Reasoning Ability of Large Language Models through Relation Tuples, Verification and Dynamic Feedback

Zhongtao Miao, Kaiyan Zhao, Yoshimasa Tsuruoka

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Under review, 25 figures, 8 tables, 29 pages

The Impact of Reasoning Step Length on Large Language Models

Mingyu Jin, Qinkai Yu, Dong Shu, Haiyan Zhao, Wenyue Hua, Yanda Meng, Yongfeng Zhang, Mengnan Du

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of ACL 2024

Learning to Check: Unleashing Potentials for Self-Correction in Large Language Models

Che Zhang, Zhenyang Xiao, Chengcheng Han, Yixin Lian, Yuejian Fang

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models

Zhenyi Lu, Jie Tian, Wei Wei, Xiaoye Qu, Yu Cheng, Wenfeng xie, Dangyang Chen

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments ACL2024 findings

Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining

Shuqi Liu, Bowei He, Linqi Song

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by ACL 2024

Break the Chain: Large Language Models Can be Shortcut Reasoners

Mengru Ding, Hanmeng Liu, Zhizhang Fu, Jian Song, Wenbo Xie, Yue Zhang

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(title)；prompting(abstract)；分类 cs.CL、cs.AI

Brainstorming Brings Power to Large Language Models of Knowledge Reasoning

Zining Qin, Chenhao Wang, Huiling Qin, Weijia Jia

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Zero, Finite, and Infinite Belief History of Theory of Mind Reasoning in Large Language Models

Weizhi Tang, Vaishak Belle

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Pre-trained Large Language Models Use Fourier Features to Compute Addition

Tianyi Zhou, Deqing Fu, Vatsal Sharan, Robin Jia

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models

Ancheng Xu, Minghuan Tan, Lei Wang, Min Yang, Ruifeng Xu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of ACL 2024

A Framework for Neurosymbolic Robot Action Planning using Large Language Models

Alessio Capitanelli, Fulvio Mastrogiovanni

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments 36 pages, 7 figures, 2 tables. Updated according to reviewers' comments. Previous title: A Framework to Generate Neurosymbolic PDDL-compliant Planners

Journal ref Front. Neurorobot. 18:1342786, 04 June 2024

Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning

Philipp Mondorf, Barbara Plank

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments ACL 2024 main, 31 pages, 19 figures

A Prompt-driven Task Planning Method for Multi-drones based on Large Language Model

Yaohua Liu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Premise Order Matters in Reasoning with Large Language Models

Xinyun Chen, Ryan A. Chi, Xuezhi Wang, Denny Zhou

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Published at ICML 2024. Xinyun and Ryan contribute equally

Peacock: A Family of Arabic Multimodal Large Language Models and Benchmarks

Fakhraddin Alwajih, El Moatez Billah Nagoudi, Gagan Bhatia, Abdelrahman Mohamed, Muhammad Abdul-Mageed

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning

Shuo Yin, Weihao You, Zhilong Ji, Guoqiang Zhong, Jinfeng Bai

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments The state-of-the-art open-source tool-use LLMs for mathematical reasoning

Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo

Mahmoud Masoud, Ahmed Abdelhay, Mohammed Elhenawy

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Longhui Yu, Weisen Jiang, Han Shi, Jincheng Yu, Zhengying Liu, Yu Zhang, James T. Kwok, Zhenguo Li, Adrian Weller, Weiyang Liu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments To appear at ICLR 2024 (Spotlight). Project Page: https://meta-math.github.io/

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

Taylor Webb, Keith J. Holyoak, Hongjing Lu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study

Yang Wu, Yao Wan, Hongyu Zhang, Yulei Sui, Wucai Wei, Wei Zhao, Guandong Xu, Hai Jin

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Multimodal Large Language Models to Support Real-World Fact-Checking

Jiahui Geng, Yova Kementchedjhieva, Preslav Nakov, Iryna Gurevych

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Evaluating Consistency and Reasoning Capabilities of Large Language Models

Yash Saxena, Sarthak Chopra, Arunendra Mani Tripathi

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

NExT: Teaching Large Language Models to Reason about Code Execution

Ansong Ni, Miltiadis Allamanis, Arman Cohan, Yinlin Deng, Kensen Shi, Charles Sutton, Pengcheng Yin

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments 35 pages

Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language Models

Yue Zhou, Yada Zhu, Diego Antognini, Yoon Kim, Yang Zhang

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to the main conference of NAACL (2024)

Driving Everywhere with Large Language Model Policy Adaptation

Boyi Li, Yue Wang, Jiageng Mao, Boris Ivanovic, Sushant Veer, Karen Leung, Marco Pavone

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments CVPR 2024, featured in GTC 2024: https://www.youtube.com/watch?v=t-UPlPlrYgQ&t=51s

Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Hongru Du, Jianan Zhao, Yang Zhao, Shaochong Xu, Xihong Lin, Yiran Chen, Lauren M. Gardner, Hao Frank Yang

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments 35 pages, 10 figures

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 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Can only LLMs do Reasoning?: Potential of Small Language Models in Task Planning

Gawon Choi, Hyemin Ahn

专题命中 推理与问题求解 ：language model(title,abstract)；small language model(title)；large language model(abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 11 figures

Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure

Haotong Yang, Fanxu Meng, Zhouchen Lin, Muhan Zhang

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI