大模型推理能力 - arXivDaily 专题

2412.15208 2025-02-18 cs.CV cs.LG cs.RO 70%

OpenEMMA: Open-Source Multimodal Model for End-to-End Autonomous Driving

Shuo Xing, Chengyuan Qian, Yuping Wang, Hongyuan Hua, Kexin Tian, Yang Zhou, Zhengzhong Tu

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.LG

Comments The 3rd WACV Workshop on Large Language and Vision Models for Autonomous Driving (LLVM-AD) 2025

2412.10704 2025-02-12 cs.CL 70%

VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation

Manan Suri, Puneet Mathur, Franck Dernoncourt, Kanika Goswami, Ryan A. Rossi, Dinesh Manocha

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

2501.11733 2025-01-29 cs.CL cs.CV 70%

Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks

Zhenhailong Wang, Haiyang Xu, Junyang Wang, Xi Zhang, Ming Yan, Ji Zhang, Fei Huang, Heng Ji

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

2412.09817 2024-12-16 cs.CV cs.CL 70%

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation

Xiaofeng Zhang, Fanshuo Zeng, Yihao Quan, Zheng Hui, Jiawei Yao

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

2412.01417 2024-12-03 cs.NE cs.AI cs.FL 70%

Learning Elementary Cellular Automata with Transformers

Mikhail Burtsev

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

2410.02953 2024-12-03 cs.CL 70%

Unlocking Structured Thinking in Language Models with Cognitive Prompting

Oliver Kramer, Jill Baumann

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments 6 pages, submitted to ESANN 2025

2411.18162 2024-11-28 cs.CL 70%

SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment

Jie Wang, Yichen Wang, Zhilin Zhang, Jianhao Zeng, Kaidi Wang, Zhiyang Chen

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

2411.15509 2024-11-26 cs.CV cs.AI 70%

Interactive Visual Assessment for Text-to-Image Generation Models

Xiaoyue Mi, Fan Tang, Juan Cao, Qiang Sheng, Ziyao Huang, Peng Li, Yang Liu, Tong-Yee Lee

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

Comments Under Review

2409.11340 2024-11-22 cs.CV cs.AI 70%

OmniGen: Unified Image Generation

Shitao Xiao, Yueze Wang, Junjie Zhou, Huaying Yuan, Xingrun Xing, Ruiran Yan, Chaofan Li, Shuting Wang, Tiejun Huang, Zheng Liu

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.AI

Comments Update the paper for OmniGen-v1

2411.08804 2024-11-14 q-fin.CP cs.LG q-fin.ST q-fin.TR 70%

FinRobot: AI Agent for Equity Research and Valuation with Large Language Models

Tianyu Zhou, Pinqiao Wang, Yilin Wu, Hongyang Yang

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

Comments The 1st Workshop on LLMs and Generative AI for Finance, ICAIF 2024

2410.01677 2024-10-25 cs.AI 70%

Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia

Miao Yu, Junyuan Mao, Guibin Zhang, Jingheng Ye, Junfeng Fang, Aoxiao Zhong, Yang Liu, Yuxuan Liang, Kun Wang, Qingsong Wen

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

2410.17021 2024-10-23 cs.CL 70%

SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine

Xiaochen Wang, Junqing He, Liang Chen, Reza Haf Zhe Yang, Yiru Wang, Xiangdi Meng, Kunhao Pan, Zhifang Sui

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

2410.14594 2024-10-23 cs.CL 70%

Toolshed: Scale Tool-Equipped Agents with Advanced RAG-Tool Fusion and Tool Knowledge Bases

Elias Lumer, Vamse Kumar Subbiah, James A. Burke, Pradeep Honaganahalli Basavaraju, Austin Huber

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

2410.15111 2024-10-22 cs.AI 70%

A Prompt Refinement-based Large Language Model for Metro Passenger Flow Forecasting under Delay Conditions

Ping Huang, Yuxin He, Hao Wang, Jingjing Chen, Qin Luo

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

Comments 14 pages, 2 figures

2312.09075 2024-10-21 cs.CL 70%

Towards Verifiable Text Generation with Evolving Memory and Self-Reflection

Hao Sun, Hengyi Cai, Bo Wang, Yingyan Hou, Xiaochi Wei, Shuaiqiang Wang, Yan Zhang, Dawei Yin

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

Comments EMNLP 2024 Main Conference

2410.10083 2024-10-17 cs.AI 70%

Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?

Yifan Feng, Chengwu Yang, Xingliang Hou, Shaoyi Du, Shihui Ying, Zongze Wu, Yue Gao

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

2402.19350 2024-10-17 cs.CL 70%

Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process

Guangming Huang, Yunfei Long, Cunjin Luo, Jiaxing Shen, Xia Sun

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

Comments This paper has been accepted at COLING 2024

2410.06555 2024-10-10 cs.CL 70%

ING-VP: MLLMs cannot Play Easy Vision-based Games Yet

Haoran Zhang, Hangyu Guo, Shuyue Guo, Meng Cao, Wenhao Huang, Jiaheng Liu, Ge Zhang

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

Comments 49 pages, 12 figures

2410.02959 2024-10-07 cs.CL 70%

Coal Mining Question Answering with LLMs

Antonio Carlos Rivera, Anthony Moore, Steven Robinson

专题命中复杂问题求解：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

2406.01238 2024-09-25 cs.CL 70%

EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs

Zixuan Dong, Baoyun Peng, Yufei Wang, Jia Fu, Xiaodong Wang, Yongxue Shan, Xin Zhou

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

Comments 10 pages, 4 figures, 3 tables

2310.20352 2024-09-04 cs.CL 70%

AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction

Zhe Hu, Hou Pong Chan, Yu Yin

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments INLG 2024

2408.15658 2024-08-29 cs.SE cs.AI 70%

An Empirical Study on Self-correcting Large Language Models for Data Science Code Generation

Thai Tang Quoc, Duc Ha Minh, Tho Quan Thanh, Anh Nguyen-Duc

专题命中复杂问题求解：chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

2408.09474 2024-08-20 cs.CR cs.CL cs.CV 70%

Image-Based Geolocation Using Large Vision-Language Models

Yi Liu, Junchen Ding, Gelei Deng, Yuekang Li, Tianwei Zhang, Weisong Sun, Yaowen Zheng, Jingquan Ge, Yang Liu

专题命中复杂问题求解：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

2407.18335 2024-07-29 cs.AI 70%

Combining Cognitive and Generative AI for Self-explanation in Interactive AI Agents

Shalini Sushri, Rahul Dass, Rhea Basappa, Hong Lu, Ashok Goel

专题命中复杂问题求解：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.AI

Comments 10 pages, 2 figures, 2 tables, 1 appendix, HEXED Workshop @EDM July 2024

2402.10671 2024-07-04 cs.CL 70%

Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm

Yuanzhen Xie, Xinzhou Jin, Tao Xie, MingXiong Lin, Liang Chen, Chenyun Yu, Lei Cheng, ChengXiang Zhuo, Bo Hu, Zang Li

专题命中复杂问题求解：chain-of-thought(abstract)；self-correction(abstract)；分类 cs.CL

2406.20041 2024-07-03 cs.MA cs.AI 70%

BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration

Noel Crawford, Edward B. Duffy, Iman Evazzade, Torsten Foehr, Gregory Robbins, Debbrata Kumar Saha, Jiya Varma, Marcin Ziolkowski

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

Comments 24 pages. 21 PDF images

2407.01455 2024-07-02 cs.CL 70%

TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind

Guiyang Hou, Wenqi Zhang, Yongliang Shen, Linjuan Wu, Weiming Lu

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

Comments 16 pages, 6 figures, ACL 2024(findings)

2406.14880 2024-06-24 cs.LG cs.LO 70%

Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering

Chongzhi Zhang, Zhiping Peng, Junhao Zheng, Linghao Wang, Ruifeng Shi, Qianli Ma

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

Comments This work has been submitted to the IEEE

2406.03725 2024-06-07 cs.CL 70%

LLMEmbed: Rethinking Lightweight LLM's Genuine Function in Text Classification

Chun Liu, Hongguang Zhang, Kainan Zhao, Xinghai Ju, Lin Yang

专题命中复杂问题求解：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

Comments ACL 2024 main conference

2404.19055 2024-05-01 cs.CL 70%

Plan of Thoughts: Heuristic-Guided Problem Solving with Large Language Models

Houjun Liu

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

Comments 7 pages, 2 figures

1. 复杂问题求解 5001 篇

OpenEMMA: Open-Source Multimodal Model for End-to-End Autonomous Driving

VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation

Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation

Learning Elementary Cellular Automata with Transformers

Unlocking Structured Thinking in Language Models with Cognitive Prompting

SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment

Interactive Visual Assessment for Text-to-Image Generation Models

OmniGen: Unified Image Generation

FinRobot: AI Agent for Equity Research and Valuation with Large Language Models

Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia

SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine

Toolshed: Scale Tool-Equipped Agents with Advanced RAG-Tool Fusion and Tool Knowledge Bases

A Prompt Refinement-based Large Language Model for Metro Passenger Flow Forecasting under Delay Conditions

Towards Verifiable Text Generation with Evolving Memory and Self-Reflection

Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?

Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process

ING-VP: MLLMs cannot Play Easy Vision-based Games Yet

Coal Mining Question Answering with LLMs

EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs

AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction

An Empirical Study on Self-correcting Large Language Models for Data Science Code Generation

Image-Based Geolocation Using Large Vision-Language Models

Combining Cognitive and Generative AI for Self-explanation in Interactive AI Agents

Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm

BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration

TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind

Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering

LLMEmbed: Rethinking Lightweight LLM's Genuine Function in Text Classification

Plan of Thoughts: Heuristic-Guided Problem Solving with Large Language Models