大模型推理能力 - arXivDaily 专题

2406.12775 2024-10-15 cs.CL 57%

Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries

Eden Biran, Daniela Gottesman, Sohee Yang, Mor Geva, Amir Globerson

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

Comments Accepted at EMNLP 2024

2410.09675 2024-10-15 cs.CL 57%

COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement

Yuxi Xie, Anirudh Goyal, Xiaobao Wu, Xunjian Yin, Xiao Xu, Min-Yen Kan, Liangming Pan, William Yang Wang

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

Comments 12 pages, 7 figures, 3 tables (23 pages, 9 figures, 4 tables including references and appendices)

2410.08698 2024-10-14 cs.CL cs.CY 57%

SocialGaze: Improving the Integration of Human Social Norms in Large Language Models

Anvesh Rao Vijjini, Rakesh R. Menon, Jiayi Fu, Shashank Srivastava, Snigdha Chaturvedi

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

2404.02018 2024-10-11 cs.RO cs.AI 57%

Large Language Models for Orchestrating Bimanual Robots

Kun Chu, Xufeng Zhao, Cornelius Weber, Mengdi Li, Wenhao Lu, Stefan Wermter

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

Comments Accepted in Humanoids 2024. The project website can be found at http://labor-agent.github.io

2410.06886 2024-10-10 cs.CL 57%

FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding

Jingyang Deng, Zhengyang Shen, Boyang Wang, Lixin Su, Suqi Cheng, Ying Nie, Junfeng Wang, Dawei Yin, Jinwen Ma

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

Comments Accepted by the 27th European Conference on Artificial Intelligence (ECAI-2024), this is the full version of the paper including technical appendices. This final version features enhanced formatting and corrections to errors present in other online versions. We regret any inconvenience this may have caused our readers

2407.07840 2024-10-10 cs.CV cs.CL 57%

Decompose and Compare Consistency: Measuring VLMs' Answer Reliability via Task-Decomposition Consistency Comparison

Qian Yang, Weixiang Yan, Aishwarya Agrawal

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

Comments Accepted to EMNLP 2024 Main Conference

2305.19118 2024-10-10 cs.CL 57%

Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Tian Liang, Zhiwei He, Wenxiang Jiao, Xing Wang, Yan Wang, Rui Wang, Yujiu Yang, Shuming Shi, Zhaopeng Tu

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

Comments EMNLP 2024 (main conference)

2410.01457 2024-10-07 cs.LG 57%

Verbalized Graph Representation Learning: A Fully Interpretable Graph Model Based on Large Language Models Throughout the Entire Process

Xingyu Ji, Jiale Liu, Lu Li, Maojun Wang, Zeyu Zhang

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

Comments under review. corresponding author: Zeyu Zhang

2409.01241 2024-10-07 cs.RO cs.AI cs.OS 57%

CyberCortex.AI: An AI-based Operating System for Autonomous Robotics and Complex Automation

Sorin Grigorescu, Mihai Zaha

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

Journal ref Journal of Field Robotics, August 2024, pp. 1-19

2409.13385 2024-10-03 cs.CL cs.IR 57%

Contextual Compression in Retrieval-Augmented Generation for Large Language Models: A Survey

Sourav Verma

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

Comments Ongoing Work

2406.12269 2024-10-02 cs.CL 57%

Unveiling Implicit Table Knowledge with Question-Then-Pinpoint Reasoner for Insightful Table Summarization

Kwangwook Seo, Jinyoung Yeo, Dongha Lee

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

Comments Accepted to EMNLP 2024 Findings

2409.18807 2024-09-30 cs.AI 57%

LLM With Tools: A Survey

Zhuocheng Shen

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

Comments 10 pages

2409.17457 2024-09-27 cs.CV cs.AI 57%

CadVLM: Bridging Language and Vision in the Generation of Parametric CAD Sketches

Sifan Wu, Amir Khasahmadi, Mor Katz, Pradeep Kumar Jayaraman, Yewen Pu, Karl Willis, Bang Liu

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

2406.11568 2024-09-26 cs.CL cs.SD eess.AS q-bio.NC 57%

Towards an End-to-End Framework for Invasive Brain Signal Decoding with Large Language Models

Sheng Feng, Heyang Liu, Yu Wang, Yanfeng Wang

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

Journal ref Proceedings of Interspeech2024

2409.15338 2024-09-25 cs.CY cs.AI 57%

Explainable AI: Definition and attributes of a good explanation for health AI

Evangelia Kyrimi, Scott McLachlan, Jared M Wohlgemut, Zane B Perkins, David A. Lagnado, William Marsh, the ExAIDSS Expert Group

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

Comments 21 pages

2409.15310 2024-09-25 cs.LG cs.CV 57%

Visual Prompting in Multimodal Large Language Models: A Survey

Junda Wu, Zhehao Zhang, Yu Xia, Xintong Li, Zhaoyang Xia, Aaron Chang, Tong Yu, Sungchul Kim, Ryan A. Rossi, Ruiyi Zhang, Subrata Mitra, Dimitris N. Metaxas, Lina Yao, Jingbo Shang, Julian McAuley

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

Comments 10 pages

2409.13741 2024-09-24 cs.CL cs.IR 57%

Knowing When to Ask -- Bridging Large Language Models and Data

Prashanth Radhakrishnan, Jennifer Chen, Bo Xu, Prem Ramaswami, Hannah Pho, Adriana Olmos, James Manyika, R. V. Guha

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

Comments 39 pages - 25 page paper, 14 page Appendix, 7 figures, 9 tables

2409.13447 2024-09-24 cs.CL 57%

AQA: Adaptive Question Answering in a Society of LLMs via Contextual Multi-Armed Bandit

Mohanna Hoveyda, Arjen P. de Vries, Maarten de Rijke, Harrie Oosterhuis, Faegheh Hasibi

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

2408.01875 2024-09-24 cs.CL 57%

Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval

Yanfei Chen, Jinsung Yoon, Devendra Singh Sachan, Qingze Wang, Vincent Cohen-Addad, Mohammadhossein Bateni, Chen-Yu Lee, Tomas Pfister

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

Comments EMNLP Findings 2024

2409.13606 2024-09-23 cs.CV cs.LG 57%

Towards Child-Inclusive Clinical Video Understanding for Autism Spectrum Disorder

Aditya Kommineni, Digbalay Bose, Tiantian Feng, So Hyun Kim, Helen Tager-Flusberg, Somer Bishop, Catherine Lord, Sudarsana Kadiri, Shrikanth Narayanan

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

Comments 5 pages, 2 figures, 2 tables

2409.13421 2024-09-23 cs.LG cs.SY eess.SY 57%

State space models, emergence, and ergodicity: How many parameters are needed for stable predictions?

Ingvar Ziemann, Nikolai Matni, George J. Pappas

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

2405.06919 2024-09-19 cs.CY cs.CL 57%

Automating Thematic Analysis: How LLMs Analyse Controversial Topics

Awais Hameed Khan, Hiruni Kegalle, Rhea D'Silva, Ned Watt, Daniel Whelan-Shamy, Lida Ghahremanlou, Liam Magee

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

Comments 18 pages, 6 figures

Journal ref Microsoft Journal for Applied Research, Vol 21 (2024), pp 69 - 87

2409.09601 2024-09-17 cs.SD cs.AI cs.MM eess.AS 57%

A Survey of Foundation Models for Music Understanding

Wenjun Li, Ying Cai, Ziyang Wu, Wenyi Zhang, Yifan Chen, Rundong Qi, Mengqi Dong, Peigen Chen, Xiao Dong, Fenghao Shi, Lei Guo, Junwei Han, Bao Ge, Tianming Liu, Lin Gan, Tuo Zhang

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

Comments 20 pages, 2 figures

2409.06450 2024-09-11 cs.RO cs.AI cs.ET 57%

Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles

Qiujing Lu, Xuanhan Wang, Yiwei Jiang, Guangming Zhao, Mingyue Ma, Shuo Feng

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

2403.03174 2024-09-05 cs.RO cs.AI 57%

MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting

Fangchen Liu, Kuan Fang, Pieter Abbeel, Sergey Levine

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

2409.01854 2024-09-04 cs.CL 57%

AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction

Yuchen Shi, Guochao Jiang, Tian Qiu, Deqing Yang

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

Comments Accepted by CIKM 2024

2409.00005 2024-09-04 cs.IT cs.AI math.IT 57%

Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training

Shilong Fan, Zhenyu Liu, Xinyu Gu, Haozhen Li

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

2408.10280 2024-08-28 cs.LG 57%

NoRA: Nested Low-Rank Adaptation for Efficient Fine-Tuning Large Models

Cheng Lin, Lujun Li, Dezhi Li, Jie Zou, Wei Xue, Yike Guo

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

Comments Work in progress, revisions ongoing

2408.12321 2024-08-27 cs.CL cs.CV cs.MM 57%

MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model

Chaoya Jiang, Jia Hongrui, Haiyang Xu, Wei Ye, Mengfan Dong, Ming Yan, Ji Zhang, Fei Huang, Shikun Zhang

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

2408.13858 2024-08-27 cs.CV cs.LG 57%

Draw Like an Artist: Complex Scene Generation with Diffusion Model via Composition, Painting, and Retouching

Minghao Liu, Le Zhang, Yingjie Tian, Xiaochao Qu, Luoqi Liu, Ting Liu

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

1. 复杂问题求解 5027 篇

Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries

COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement

SocialGaze: Improving the Integration of Human Social Norms in Large Language Models

Large Language Models for Orchestrating Bimanual Robots

FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding

Decompose and Compare Consistency: Measuring VLMs' Answer Reliability via Task-Decomposition Consistency Comparison

Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Verbalized Graph Representation Learning: A Fully Interpretable Graph Model Based on Large Language Models Throughout the Entire Process

CyberCortex.AI: An AI-based Operating System for Autonomous Robotics and Complex Automation

Contextual Compression in Retrieval-Augmented Generation for Large Language Models: A Survey

Unveiling Implicit Table Knowledge with Question-Then-Pinpoint Reasoner for Insightful Table Summarization

LLM With Tools: A Survey

CadVLM: Bridging Language and Vision in the Generation of Parametric CAD Sketches

Towards an End-to-End Framework for Invasive Brain Signal Decoding with Large Language Models

Explainable AI: Definition and attributes of a good explanation for health AI

Visual Prompting in Multimodal Large Language Models: A Survey

Knowing When to Ask -- Bridging Large Language Models and Data

AQA: Adaptive Question Answering in a Society of LLMs via Contextual Multi-Armed Bandit

Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval

Towards Child-Inclusive Clinical Video Understanding for Autism Spectrum Disorder

State space models, emergence, and ergodicity: How many parameters are needed for stable predictions?

Automating Thematic Analysis: How LLMs Analyse Controversial Topics

A Survey of Foundation Models for Music Understanding

Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles

MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting

AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction

Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training

NoRA: Nested Low-Rank Adaptation for Efficient Fine-Tuning Large Models

MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model

Draw Like an Artist: Complex Scene Generation with Diffusion Model via Composition, Painting, and Retouching