大模型推理能力 - arXivDaily 专题

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

2409.17391 2024-09-30 cs.CL 57%

Scaling Behavior for Large Language Models regarding Numeral Systems: An Example using Pythia

Zhejian Zhou, Jiayu Wang, Dahua Lin, Kai Chen

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2024 Findings

2406.14208 2024-09-27 cs.AI 57%

SeCoKD: Aligning Large Language Models for In-Context Learning with Fewer Shots

Weixing Wang, Haojin Yang, Christoph Meinel

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Comments preprint

2409.16494 2024-09-26 cs.CV cs.CL 57%

A Unified Hallucination Mitigation Framework for Large Vision-Language Models

Yue Chang, Liqiang Jing, Xiaopeng Zhang, Yue Zhang

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments Accepted by TMLR

2409.14879 2024-09-24 cs.CL cs.CY cs.SE 57%

Privacy Policy Analysis through Prompt Engineering for LLMs

Arda Goknil, Femke B. Gelderblom, Simeon Tverdal, Shukun Tokas, Hui Song

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

2108.04674 2024-09-16 cs.CL 57%

Natural Language Processing with Commonsense Knowledge: A Survey

Yubo Xie, Zonghui Liu, Zongyang Ma, Fanyuan Meng, Yan Xiao, Fahui Miao, Pearl Pu

专题命中其他推理：reasoning(abstract)；分类 cs.CL

Comments 20 pages, 3 figures, 1 table

2308.03312 2024-09-10 cs.LG cs.CR cs.PL 57%

Exploiting Code Symmetries for Learning Program Semantics

Kexin Pei, Weichen Li, Qirui Jin, Shuyang Liu, Scott Geng, Lorenzo Cavallaro, Junfeng Yang, Suman Jana

专题命中其他推理：reasoning(abstract)；分类 cs.LG

1. 其他推理 5918 篇

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

Scaling Behavior for Large Language Models regarding Numeral Systems: An Example using Pythia

SeCoKD: Aligning Large Language Models for In-Context Learning with Fewer Shots

A Unified Hallucination Mitigation Framework for Large Vision-Language Models

Privacy Policy Analysis through Prompt Engineering for LLMs

Natural Language Processing with Commonsense Knowledge: A Survey

Exploiting Code Symmetries for Learning Program Semantics