大模型推理能力 - arXivDaily 专题

2409.14880 2024-09-24 cs.CL cs.AI 62%

End-to-End Graph Flattening Method for Large Language Models

Bin Hong, Jinze Wu, Jiayu Liu, Liang Ding, Jing Sha, Kai Zhang, Shijin Wang, Zhenya Huang

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 2024 1st International Conference on Computational Linguistics and Natural Language Processing (CLNLP 2024)

2310.16218 2024-09-23 cs.CL cs.AI 62%

Knowledge Editing for Large Language Models: A Survey

Song Wang, Yaochen Zhu, Haochen Liu, Zaiyi Zheng, Chen Chen, Jundong Li

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by ACM Computing Surveys

2409.10132 2024-09-17 cs.CL cs.AI 62%

StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models

Baolong Bi, Shenghua Liu, Yiwei Wang, Lingrui Mei, Hongcheng Gao, Junfeng Fang, Xueqi Cheng

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2409.09086 2024-09-17 cs.LG cs.AI cs.CV cs.DC cs.PF 62%

Inf-MLLM: Efficient Streaming Inference of Multimodal Large Language Models on a Single GPU

Zhenyu Ning, Jieru Zhao, Qihao Jin, Wenchao Ding, Minyi Guo

专题命中其他推理：reasoning(abstract)；分类 cs.AI、cs.LG

2311.04915 2024-09-17 cs.CL cs.AI cs.HC 62%

Chain of Empathy: Enhancing Empathetic Response of Large Language Models Based on Psychotherapy Models

Yoon Kyung Lee, Inju Lee, Minjung Shin, Seoyeon Bae, Sowon Hahn

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Journal ref Korean Journal of Cognitive Science. 2024, Vol. 35 Issue 1, p23-48. 26p

2310.11616 2024-09-12 cs.CL cs.AI 62%

Evidence of interrelated cognitive-like capabilities in large language models: Indications of artificial general intelligence or achievement?

David Ilić, Gilles E. Gignac

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 2 figures

Journal ref Intelligence, Volume 106, September/October 2024, 101858

2407.10671 2024-09-11 cs.CL cs.AI 62%

Qwen2 Technical Report

An Yang, Baosong Yang, Binyuan Hui, Bo Zheng, Bowen Yu, Chang Zhou, Chengpeng Li, Chengyuan Li, Dayiheng Liu, Fei Huang, Guanting Dong, Haoran Wei, Huan Lin, Jialong Tang, Jialin Wang, Jian Yang, Jianhong Tu, Jianwei Zhang, Jianxin Ma, Jianxin Yang, Jin Xu, Jingren Zhou, Jinze Bai, Jinzheng He, Junyang Lin, Kai Dang, Keming Lu, Keqin Chen, Kexin Yang, Mei Li, Mingfeng Xue, Na Ni, Pei Zhang, Peng Wang, Ru Peng, Rui Men, Ruize Gao, Runji Lin, Shijie Wang, Shuai Bai, Sinan Tan, Tianhang Zhu, Tianhao Li, Tianyu Liu, Wenbin Ge, Xiaodong Deng, Xiaohuan Zhou, Xingzhang Ren, Xinyu Zhang, Xipin Wei, Xuancheng Ren, Xuejing Liu, Yang Fan, Yang Yao, Yichang Zhang, Yu Wan, Yunfei Chu, Yuqiong Liu, Zeyu Cui, Zhenru Zhang, Zhifang Guo, Zhihao Fan

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 26 pages, 1 figure

2409.03444 2024-09-06 cs.CL cond-mat.mtrl-sci cs.AI 62%

Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities

Wei Lu, Rachel K. Luu, Markus J. Buehler

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2407.13989 2024-09-05 cs.LG cs.AI 62%

Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models

Quan Li, Tianxiang Zhao, Lingwei Chen, Junjie Xu, Suhang Wang

专题命中其他推理：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 10 pages, 3 Figures

2409.00094 2024-09-04 cs.CL cs.AI 62%

Examining Independence in Ensemble Sentiment Analysis: A Study on the Limits of Large Language Models Using the Condorcet Jury Theorem

Baptiste Lefort, Eric Benhamou, Jean-Jacques Ohana, Beatrice Guez, David Saltiel, Thomas Jacquot

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2312.07552 2024-08-29 cs.CL cs.LG 62%

Large Language Models for Intent-Driven Session Recommendations

Zhu Sun, Hongyang Liu, Xinghua Qu, Kaidong Feng, Yan Wang, Yew-Soon Ong

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.LG

2408.12315 2024-08-23 cs.AI cs.CL 62%

Large Language Models Are Self-Taught Reasoners: Enhancing LLM Applications via Tailored Problem-Solving Demonstrations

Kai Tzu-iunn Ong, Taeyoon Kwon, Jinyoung Yeo

专题命中其他推理：CoT(abstract)；分类 cs.CL、cs.AI

Comments preprint / under review

2408.11219 2024-08-22 cs.CL cs.AI 62%

CoDi: Conversational Distillation for Grounded Question Answering

Patrick Huber, Arash Einolghozati, Rylan Conway, Kanika Narang, Matt Smith, Waqar Nayyar, Adithya Sagar, Ahmed Aly, Akshat Shrivastava

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 13 pages

2402.10543 2024-08-21 cs.CL cs.AI 62%

Strong hallucinations from negation and how to fix them

Nicholas Asher, Swarnadeep Bhar

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Findings)

2408.06142 2024-08-13 cs.CL cs.AI 62%

Med42-v2: A Suite of Clinical LLMs

Clément Christophe, Praveen K Kanithi, Tathagata Raha, Shadab Khan, Marco AF Pimentel

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2408.04655 2024-08-13 cs.CL cs.AI 62%

Strong and weak alignment of large language models with human values

Mehdi Khamassi, Marceau Nahon, Raja Chatila

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted for publication in Scientific Reports, special issue on AI aligment

2408.04414 2024-08-09 cs.CL cs.AI 62%

Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning

Seong-Il Park, Seung-Woo Choi, Na-Hyun Kim, Jay-Yoon Lee

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 10 pages, 2 figures

Journal ref KnowledgeNLP@ACL 2024

2406.08223 2024-08-09 cs.AI cs.CL 62%

Research Trends for the Interplay between Large Language Models and Knowledge Graphs

Hanieh Khorashadizadeh, Fatima Zahra Amara, Morteza Ezzabady, Frédéric Ieng, Sanju Tiwari, Nandana Mihindukulasooriya, Jinghua Groppe, Soror Sahri, Farah Benamara, Sven Groppe

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2402.12022 2024-08-07 cs.CL cs.LG 62%

Distilling Large Language Models for Text-Attributed Graph Learning

Bo Pan, Zheng Zhang, Yifei Zhang, Yuntong Hu, Liang Zhao

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.LG

Comments CIKM 2024

2401.17511 2024-08-06 cs.AI cs.CL 62%

Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models

Adarsa Sivaprasad, Ehud Reiter

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Journal ref https://aclanthology.org/2024.uncertainlp-1.13

2403.09713 2024-08-02 cs.AI cs.CL cs.HC 62%

A Hybrid Intelligence Method for Argument Mining

Michiel van der Meer, Enrico Liscio, Catholijn M. Jonker, Aske Plaat, Piek Vossen, Pradeep K. Murukannaiah

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Published in JAIR

Journal ref Journal of Artificial Intelligence Research (JAIR), 80:1187-1222, 2024

2407.18752 2024-07-31 cs.CL cs.AI 62%

Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery

Yuni Susanti, Michael Färber

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments accepted at ISWC'24

2407.19998 2024-07-30 cs.CL cs.AI 62%

Do LLMs Really Adapt to Domains? An Ontology Learning Perspective

Huu Tan Mai, Cuong Xuan Chu, Heiko Paulheim

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at ISWC 2024

2407.18367 2024-07-29 cs.CL cs.AI 62%

Robust Claim Verification Through Fact Detection

Nazanin Jafari, James Allan

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2209.02552 2024-07-24 cs.AI cs.CL 62%

From Black Boxes to Conversations: Incorporating XAI in a Conversational Agent

Van Bach Nguyen, Jörg Schlötterer, Christin Seifert

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at The World Conference on eXplainable Artificial Intelligence 2023 (XAI-2023)

Journal ref World Conference on Explainable Artificial Intelligence 2023

2210.12777 2024-07-23 cs.CL cs.LG 62%

Retrieval-Augmented and Knowledge-Grounded Language Models for Faithful Clinical Medicine

Fenglin Liu, Bang Yang, Chenyu You, Xian Wu, Shen Ge, Zhangdaihong Liu, Xu Sun, Yang Yang, David A. Clifton

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.LG

2402.10877 2024-07-22 cs.AI cs.LG 62%

Robust agents learn causal world models

Jonathan Richens, Tom Everitt

专题命中其他推理：reasoning(abstract)；分类 cs.AI、cs.LG

Comments ICLR 2024 (oral). Updated agents section, new corollary

2310.19019 2024-07-17 cs.CL cs.AI 62%

TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise

Nan He, Hanyu Lai, Chenyang Zhao, Zirui Cheng, Junting Pan, Ruoyu Qin, Ruofan Lu, Rui Lu, Yunchen Zhang, Gangming Zhao, Zhaohui Hou, Zhiyuan Huang, Shaoqing Lu, Ding Liang, Mingjie Zhan

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 5 figures, 15 pages

2407.08694 2024-07-12 cs.DC cs.AI cs.LG 62%

Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight

Zhiqiang Xie, Yujia Zheng, Lizi Ottens, Kun Zhang, Christos Kozyrakis, Jonathan Mace

专题命中其他推理：reasoning(abstract)；分类 cs.AI、cs.LG

2402.14851 2024-07-12 cs.CL cs.AI cs.DB 62%

$R^3$: "This is My SQL, Are You With Me?" A Consensus-Based Multi-Agent System for Text-to-SQL Tasks

Hanchen Xia, Feng Jiang, Naihao Deng, Cunxiang Wang, Guojiang Zhao, Rada Mihalcea, Yue Zhang

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

Comments 12 pages, 2 figures, 8 tables

1. 其他推理 5813 篇

End-to-End Graph Flattening Method for Large Language Models

Knowledge Editing for Large Language Models: A Survey

StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models

Inf-MLLM: Efficient Streaming Inference of Multimodal Large Language Models on a Single GPU

Chain of Empathy: Enhancing Empathetic Response of Large Language Models Based on Psychotherapy Models

Evidence of interrelated cognitive-like capabilities in large language models: Indications of artificial general intelligence or achievement?

Qwen2 Technical Report

Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities

Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models

Examining Independence in Ensemble Sentiment Analysis: A Study on the Limits of Large Language Models Using the Condorcet Jury Theorem

Large Language Models for Intent-Driven Session Recommendations

Large Language Models Are Self-Taught Reasoners: Enhancing LLM Applications via Tailored Problem-Solving Demonstrations

CoDi: Conversational Distillation for Grounded Question Answering

Strong hallucinations from negation and how to fix them

Med42-v2: A Suite of Clinical LLMs

Strong and weak alignment of large language models with human values

Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning

Research Trends for the Interplay between Large Language Models and Knowledge Graphs

Distilling Large Language Models for Text-Attributed Graph Learning

Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models

A Hybrid Intelligence Method for Argument Mining

Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery

Do LLMs Really Adapt to Domains? An Ontology Learning Perspective

Robust Claim Verification Through Fact Detection

From Black Boxes to Conversations: Incorporating XAI in a Conversational Agent

Retrieval-Augmented and Knowledge-Grounded Language Models for Faithful Clinical Medicine

Robust agents learn causal world models

TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise

Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight

$R^3$: "This is My SQL, Are You With Me?" A Consensus-Based Multi-Agent System for Text-to-SQL Tasks