大模型推理能力

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning

Zhihan Zhang, Tao Ge, Zhenwen Liang, Wenhao Yu, Dian Yu, Mengzhao Jia, Dong Yu, Meng Jiang

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

Comments Accepted to the main conference of EMNLP 2024; v3 fixes several typos, incorrect section numbers, and missing references to Appendix sections in v2

Image First or Text First? Optimising the Sequencing of Modalities in Large Language Model Prompting and Reasoning Tasks

Grant Wardle, Teo Susnjak

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

POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models

Jianben He, Xingbo Wang, Shiyi Liu, Guande Wu, Claudio Silva, Huamin Qu

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

Comments 11 pages, 6 figures

Exploring the Limitations of Large Language Models in Compositional Relation Reasoning

Jinman Zhao, Xueyan Zhang

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

Comments 23 pages, 7 figures, 9 tables, accepted by COLM 2024

Constrained Reasoning Chains for Enhancing Theory-of-Mind in Large Language Models

Zizheng Lin, Chunkit Chan, Yangqiu Song, Xin Liu

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

Comments Accepted by PRICAI 2024

A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning

Ye Yuan, Chengwu Liu, Jingyang Yuan, Gongbo Sun, Siqi Li, Ming Zhang

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

Comments Technical report for 3rd prize in Task 1 of Meta CRAG KDD Cup 2024

Is Sarcasm Detection A Step-by-Step Reasoning Process in Large Language Models?

Ben Yao, Yazhou Zhang, Qiuchi Li, Jing Qin

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

Comments 9 pages, 5 figures

Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning

Jinxu Zhang

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

Enabling Discriminative Reasoning in LLMs for Legal Judgment Prediction

Chenlong Deng, Kelong Mao, Yuyao Zhang, Zhicheng Dou

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

Comments repo: https://github.com/ChenlongDeng/ADAPT

KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph

Tiezheng Guo, Qingwen Yang, Chen Wang, Yanyi Liu, Pan Li, Jiawei Tang, Dapeng Li, Yingyou Wen

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

Journal ref Complex & Intelligent Systems (2024): 1-14

ReCorD: Reasoning and Correcting Diffusion for HOI Generation

Jian-Yu Jiang-Lin, Kang-Yang Huang, Ling Lo, Yi-Ning Huang, Terence Lin, Jhih-Ciang Wu, Hong-Han Shuai, Wen-Huang Cheng

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

Comments Accepted by ACM MM 2024. Project website: https://alberthkyhky.github.io/ReCorD/

Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification

Ke Ji, Peng Wang, Wenjun Ke, Guozheng Li, Jiajun Liu, Jingsheng Gao, Ziyu Shang

专题命中 复杂问题求解 ：reasoning(title)；self-correction(abstract)；分类 cs.CL

Comments 9 pages, 2 figures, Accepted by IJCAI2024

A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task

Jannik Brinkmann, Abhay Sheshadri, Victor Levoso, Paul Swoboda, Christian Bartelt

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

Software Engineering Methods For AI-Driven Deductive Legal Reasoning

Rohan Padhye

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

Comments Appearing in Onward! at SPLASH 2024

Distributional reasoning in LLMs: Parallel reasoning processes in multi-hop reasoning

Yuval Shalev, Amir Feder, Ariel Goldstein

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

Meta Reasoning for Large Language Models

Peizhong Gao, Ao Xie, Shaoguang Mao, Wenshan Wu, Yan Xia, Haipeng Mi, Furu Wei

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

DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs

Haishuo Fang, Xiaodan Zhu, Iryna Gurevych

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

Comments Accepted by ACL2024 findings

Solution for SMART-101 Challenge of CVPR Multi-modal Algorithmic Reasoning Task 2024

Jinwoo Ahn, Junhyeok Park, Min-Jun Kim, Kang-Hyeon Kim, So-Yeong Sohn, Yun-Ji Lee, Du-Seong Chang, Yu-Jung Heo, Eun-Sol Kim

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

Understanding and Patching Compositional Reasoning in LLMs

Zhaoyi Li, Gangwei Jiang, Hong Xie, Linqi Song, Defu Lian, Ying Wei

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

Comments Accepted by ACL'2024 Findings

Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios

Shijue Huang, Wanjun Zhong, Jianqiao Lu, Qi Zhu, Jiahui Gao, Weiwen Liu, Yutai Hou, Xingshan Zeng, Yasheng Wang, Lifeng Shang, Xin Jiang, Ruifeng Xu, Qun Liu

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

Comments Accepted by ACL2024 Findings

Machine Psychology: Integrating Operant Conditioning with the Non-Axiomatic Reasoning System for Advancing Artificial General Intelligence Research

Robert Johansson

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

CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving

Pei Chen, Boran Han, Shuai Zhang

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

Comments Accepted to NAACL 2024

TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition

Md Mahadi Hasan Nahid, Davood Rafiei

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

Comments Accepted to NAACL 2024 (long, main)

AI Knowledge and Reasoning: Emulating Expert Creativity in Scientific Research

Anirban Mukherjee, Hannah Hanwen Chang

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

Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models

Yushi Hu, Otilia Stretcu, Chun-Ta Lu, Krishnamurthy Viswanathan, Kenji Hata, Enming Luo, Ranjay Krishna, Ariel Fuxman

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

Comments CVPR 2024 Oral

Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models

Yantao Liu, Zijun Yao, Xin Lv, Yuchen Fan, Shulin Cao, Jifan Yu, Lei Hou, Juanzi Li

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

Comments Accepted by LREC-COLING 2024 as long paper

BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation

Yuhong He, Yongqi Zhang, Shizhu He, Jun Wan

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

Comments Accepted at LREC-COLING 2024

Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA

Zhuowan Li, Bhavan Jasani, Peng Tang, Shabnam Ghadar

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

Comments Accepted to CVPR 2024

Large Language Models Need Consultants for Reasoning: Becoming an Expert in a Complex Human System Through Behavior Simulation

Chuwen Wang, Shirong Zeng, Cheng Wang

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

Towards Controlled Table-to-Text Generation with Scientific Reasoning

Zhixin Guo, Jianping Zhou, Jiexing Qi, Mingxuan Yan, Ziwei He, Guanjie Zheng, Zhouhan Lin, Xinbing Wang, Chenghu Zhou

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