大模型推理能力 - arXivDaily 专题

2410.19744 2024-10-29 cs.IR cs.AI 57%

Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Qi Wang, Jindong Li, Shiqi Wang, Qianli Xing, Runliang Niu, He Kong, Rui Li, Guodong Long, Yi Chang, Chengqi Zhang

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2406.19973 2024-10-28 cs.CV cs.LG 57%

STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering

Guohao Sun, Can Qin, Huazhu Fu, Linwei Wang, Zhiqiang Tao

专题命中其他推理：reasoning(abstract)；分类 cs.LG

Comments EMNLP 2024 Main conference

2410.15926 2024-10-22 cs.CV cs.CL 57%

Mitigating Object Hallucination via Concentric Causal Attention

Yun Xing, Yiheng Li, Ivan Laptev, Shijian Lu

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments To appear at NeurIPS 2024. Code is available at https://github.com/xing0047/cca-llava

2409.14917 2024-10-21 cs.CL 57%

With Ears to See and Eyes to Hear: Sound Symbolism Experiments with Multimodal Large Language Models

Tyler Loakman, Yucheng Li, Chenghua Lin

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2024 (Camera Ready)

2410.12832 2024-10-18 cs.LG 57%

Generative Reward Models

Dakota Mahan, Duy Van Phung, Rafael Rafailov, Chase Blagden, Nathan Lile, Louis Castricato, Jan-Philipp Fränken, Chelsea Finn, Alon Albalak

专题命中其他推理：reasoning(abstract)；分类 cs.LG

2410.12773 2024-10-17 cs.RO cs.AI 57%

Harmon: Whole-Body Motion Generation of Humanoid Robots from Language Descriptions

Zhenyu Jiang, Yuqi Xie, Jinhan Li, Ye Yuan, Yifeng Zhu, Yuke Zhu

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments Accepted for oral presentation at 8th Annual Conference on Robot Learning. Project website: https://ut-austin-rpl.github.io/Harmon/

2410.12004 2024-10-17 cs.CL 57%

Toolken+: Improving LLM Tool Usage with Reranking and a Reject Option

Konstantin Yakovlev, Sergey Nikolenko, Andrey Bout

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2024 Findings

2312.15198 2024-10-17 cs.AI cs.SI econ.GN q-fin.EC 57%

Do LLM Agents Exhibit Social Behavior?

Yan Leng, Yuan Yuan

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2410.11578 2024-10-16 eess.IV cs.AI cs.CV 57%

STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation

Vamsi Krishna Vasa, Wenhui Zhu, Xiwen Chen, Peijie Qiu, Xuanzhao Dong, Yalin Wang

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2408.11312 2024-10-16 cs.CV cs.AI 57%

Swarm Intelligence in Geo-Localization: A Multi-Agent Large Vision-Language Model Collaborative Framework

Xiao Han, Chen Zhu, Xiangyu Zhao, Hengshu Zhu

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments resubmit to www2025

2410.09457 2024-10-15 cs.LG cs.CR 57%

Power-Softmax: Towards Secure LLM Inference over Encrypted Data

Itamar Zimerman, Allon Adir, Ehud Aharoni, Matan Avitan, Moran Baruch, Nir Drucker, Jenny Lerner, Ramy Masalha, Reut Meiri, Omri Soceanu

专题命中其他推理：reasoning(abstract)；分类 cs.LG

2408.02442 2024-10-15 cs.CL 57%

Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models

Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee, Yun-Nung Chen

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments 18 pages

2410.09380 2024-10-15 cs.CV cs.AI 57%

Prompting Video-Language Foundation Models with Domain-specific Fine-grained Heuristics for Video Question Answering

Ting Yu, Kunhao Fu, Shuhui Wang, Qingming Huang, Jun Yu

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments IEEE Transactions on Circuits and Systems for Video Technology

Journal ref IEEE Transactions on Circuits and Systems for Video Technology, 2024

2410.09268 2024-10-15 cs.SE cs.AI cs.CY cs.HC 57%

One Step at a Time: Combining LLMs and Static Analysis to Generate Next-Step Hints for Programming Tasks

Anastasiia Birillo, Elizaveta Artser, Anna Potriasaeva, Ilya Vlasov, Katsiaryna Dzialets, Yaroslav Golubev, Igor Gerasimov, Hieke Keuning, Timofey Bryksin

专题命中其他推理：chain-of-thought(abstract)；分类 cs.AI

Comments 12 pages, 5 figures

2410.07484 2024-10-15 cs.AI 57%

WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Siyu Zhou, Tianyi Zhou, Yijun Yang, Guodong Long, Deheng Ye, Jing Jiang, Chengqi Zhang

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments 35 pages, including references and appendix. Code is available at https://github.com/elated-sawyer/WALL-E

2407.13505 2024-10-14 cs.RO cs.AI 57%

Robots Can Multitask Too: Integrating a Memory Architecture and LLMs for Enhanced Cross-Task Robot Action Generation

Hassan Ali, Philipp Allgeuer, Carlo Mazzola, Giulia Belgiovine, Burak Can Kaplan, Lukáš Gajdošech, Stefan Wermter

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2410.08601 2024-10-14 cs.CL 57%

StraGo: Harnessing Strategic Guidance for Prompt Optimization

Yurong Wu, Yan Gao, Bin Benjamin Zhu, Zineng Zhou, Xiaodi Sun, Sheng Yang, Jian-Guang Lou, Zhiming Ding, Linjun Yang

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments 19 pages, 3 figures, 20 tables

2410.07391 2024-10-11 cs.AI 57%

The Cognitive Capabilities of Generative AI: A Comparative Analysis with Human Benchmarks

Isaac R. Galatzer-Levy, David Munday, Jed McGiffin, Xin Liu, Danny Karmon, Ilia Labzovsky, Rivka Moroshko, Amir Zait, Daniel McDuff

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2410.06765 2024-10-10 cs.CL cs.CV 57%

To Preserve or To Compress: An In-Depth Study of Connector Selection in Multimodal Large Language Models

Junyan Lin, Haoran Chen, Dawei Zhu, Xiaoyu Shen

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2024 Main Conference

2405.14252 2024-10-10 cs.LG 57%

Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting

Qingxiang Liu, Xu Liu, Chenghao Liu, Qingsong Wen, Yuxuan Liang

专题命中其他推理：reasoning(abstract)；分类 cs.LG

2410.05304 2024-10-10 cs.CR cs.AI cs.SE 57%

Developing Assurance Cases for Adversarial Robustness and Regulatory Compliance in LLMs

Tomas Bueno Momcilovic, Dian Balta, Beat Buesser, Giulio Zizzo, Mark Purcell

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments Accepted to the ASSURE 2024 workshop

2407.13248 2024-10-08 cs.CL 57%

Are Large Language Models Capable of Generating Human-Level Narratives?

Yufei Tian, Tenghao Huang, Miri Liu, Derek Jiang, Alexander Spangher, Muhao Chen, Jonathan May, Nanyun Peng

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2024

2407.03993 2024-10-08 cs.CL 57%

A Survey on Natural Language Counterfactual Generation

Yongjie Wang, Xiaoqi Qiu, Yu Yue, Xu Guo, Zhiwei Zeng, Yuhong Feng, Zhiqi Shen

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2024 Findings

2406.14673 2024-10-08 cs.CL 57%

Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell

Taiming Lu, Muhan Gao, Kuai Yu, Adam Byerly, Daniel Khashabi

专题命中其他推理：reasoning(abstract)；分类 cs.CL

2404.15156 2024-10-08 cs.CL 57%

Student Data Paradox and Curious Case of Single Student-Tutor Model: Regressive Side Effects of Training LLMs for Personalized Learning

Shashank Sonkar, Naiming Liu, Richard G. Baraniuk

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2024 Findings Track

2410.03227 2024-10-07 cs.CL 57%

ALR$^2$: A Retrieve-then-Reason Framework for Long-context Question Answering

Huayang Li, Pat Verga, Priyanka Sen, Bowen Yang, Vijay Viswanathan, Patrick Lewis, Taro Watanabe, Yixuan Su

专题命中其他推理：reasoning(abstract)；分类 cs.CL

2410.01627 2024-10-03 cs.CL 57%

Intent Detection in the Age of LLMs

Gaurav Arora, Shreya Jain, Srujana Merugu

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2024 Industry Track

2410.01401 2024-10-03 cs.CL 57%

Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering

Yu Zhang, Kehai Chen, Xuefeng Bai, zhao kang, Quanjiang Guo, Min Zhang

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments findings of EMNLP2024

2410.00033 2024-10-02 cs.AI 57%

The Phenomenology of Machine: A Comprehensive Analysis of the Sentience of the OpenAI-o1 Model Integrating Functionalism, Consciousness Theories, Active Inference, and AI Architectures

Victoria Violet Hoyle

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments 17 pages

2406.09330 2024-10-01 cs.CL 57%

Learning from Natural Language Explanations for Generalizable Entity Matching

Somin Wadhwa, Adit Krishnan, Runhui Wang, Byron C. Wallace, Chris Kong

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2024

1. 其他推理 5891 篇

Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering

Mitigating Object Hallucination via Concentric Causal Attention

With Ears to See and Eyes to Hear: Sound Symbolism Experiments with Multimodal Large Language Models

Generative Reward Models

Harmon: Whole-Body Motion Generation of Humanoid Robots from Language Descriptions

Toolken+: Improving LLM Tool Usage with Reranking and a Reject Option

Do LLM Agents Exhibit Social Behavior?

STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation

Swarm Intelligence in Geo-Localization: A Multi-Agent Large Vision-Language Model Collaborative Framework

Power-Softmax: Towards Secure LLM Inference over Encrypted Data

Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models

Prompting Video-Language Foundation Models with Domain-specific Fine-grained Heuristics for Video Question Answering

One Step at a Time: Combining LLMs and Static Analysis to Generate Next-Step Hints for Programming Tasks

WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Robots Can Multitask Too: Integrating a Memory Architecture and LLMs for Enhanced Cross-Task Robot Action Generation

StraGo: Harnessing Strategic Guidance for Prompt Optimization

The Cognitive Capabilities of Generative AI: A Comparative Analysis with Human Benchmarks

To Preserve or To Compress: An In-Depth Study of Connector Selection in Multimodal Large Language Models

Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting

Developing Assurance Cases for Adversarial Robustness and Regulatory Compliance in LLMs

Are Large Language Models Capable of Generating Human-Level Narratives?

A Survey on Natural Language Counterfactual Generation

Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell

Student Data Paradox and Curious Case of Single Student-Tutor Model: Regressive Side Effects of Training LLMs for Personalized Learning

ALR$^2$: A Retrieve-then-Reason Framework for Long-context Question Answering

Intent Detection in the Age of LLMs

Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering

The Phenomenology of Machine: A Comprehensive Analysis of the Sentience of the OpenAI-o1 Model Integrating Functionalism, Consciousness Theories, Active Inference, and AI Architectures

Learning from Natural Language Explanations for Generalizable Entity Matching