logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Large Language Model Enhanced Knowledge Representation Learning: A Survey

delete2025-04-07
delete0
delete
OA
AI
X
Xin Wang *
Z
Zirui Chen
H
Haofen Wang *
L
Leong Hou U
Z
Zhao Li
W
Wenbin Guo
DOI：10.1007/s41019-025-00285-ydelete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
知识表示学习（KRL）通过将知识图谱（KGs）中的知识事实投射到向量空间，对于实现符号知识在下游任务中的应用至关重要。尽管KRL方法在建模KG结构信息方面具有有效性，但它们正受到KG稀疏性的困扰。基于Transformer架构构建的大型语言模型（LLMs）的兴起，为通过整合文本信息来增强KRL并解决KG信息稀疏性问题提供了有前景的机会。LLM增强的KRL方法，包括三种关键途径：利用详细上下文信息的编码器基方法、采用统一Seq2Seq模型进行综合编码和解码的编码器-解码器基方法，以及利用大规模语料库广泛知识的解码器基方法，这些方法显著提升了KRL在应对各类下游任务时的有效性和泛化能力。本研究不仅提供了对下游任务的广泛概述，同时也识别了这些发展中领域的新兴研究方向。
Keyword:
Knowledge graph
Large language model
Knowledge representation learning
AI总结

AI总结

对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

D
Data Science and Engineering
IF:
4.6
论文数:
249
被引数:
665

机构

F
Faculty of Science and Technology
学者数:
385
论文数: 218
被引数: 1
C
college of design and innovation
学者数:
10
论文数: 9
被引数: 0
C
College of Intelligence and Computing
学者数:
152
论文数: 69
被引数: 1
学者 查看更多机构
引用论文

引用论文

Low-Dimensional Hyperbolic Knowledge Graph Embeddings
errProceedings of the 58th Annual Meeting of the Association for Computational Linguistics
IF0
err2020-01-01
err0
errOAAI
errInes Chami; Adva Wolf; Da-Cheng Juan; Frederic Sala; Sujith Ravi; Christopher Ré
err分享
err收藏
Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach
errFindings of the Association for Computational Linguistics: ACL 2022
IF0
err2022-01-01
err0
errOAAI
errXin Lv; Yankai Lin; Yixin Cao; Lei Hou; Juanzi Li; Zhiyuan Liu; Peng Li; Jie Zhou
err分享
err收藏
Position-aware Attention and Supervised Data Improve Slot Filling
errProceedings of the 2017 Conference on Empirical Methods in Natural Language Processing
IF0
err2017-01-01
err0
errOAAI
errYuhao Zhang; Victor Zhong; Danqi Chen; Gabor Angeli; Christopher D. Manning
err分享
err收藏
A convolutional neural network-based model for knowledge base completion and its application to search personalization
errSEMANTIC WEB
IF2.9
err2019-09-26
err35
errOAAI
errDai Quoc Nguyen; Dat Quoc Nguyen; Tu Dinh Nguyen; Dinh Phung
err分享
err收藏
Unifying Large Language Models and Knowledge Graphs: A Roadmap统一大型语言模型和知识图谱: 路线图
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2024-07-01
err96
PREAI
errPan, Shirui; Luo, Linhao; Wang, Yufei; Chen, Chen; Wang, Jiapu; Wu, Xindong
err分享
err收藏
Learning Entity and Relation Embeddings for Knowledge Graph Completion
errProceedings of the AAAI Conference on Artificial Intelligence
IF0
err2015-02-19
err0
errOAAI
errYankai Lin; Zhiyuan Liu; Maosong Sun; Yang Liu; Xuan Zhu
err分享
err收藏
Knowledge Graph Embedding by Translating on Hyperplanes
errProceedings of the AAAI Conference on Artificial Intelligence
IF0
err2014-06-21
err0
errOAAI
errZhen Wang; Jianwen Zhang; Jianlin Feng; Zheng Chen
err分享
err收藏
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
errProceedings of the 2018 Conference on Empirical Methods in Natural Language Processing
IF0
err2018-01-01
err0
errOAAI
errYuhao Zhang; Peng Qi; Christopher D. Manning
err分享
err收藏
ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge GraphReasoningLM：在预训练语言模型中实现结构子图推理，以支持知识图谱上的问答
errProceedings of the 2023 Conference on Empirical Methods in Natural Language Processing
IF0
err2023-01-01
err0
errOAAI
errJinhao Jiang; Kun Zhou; Xin Zhao; Yaliang Li; Ji-Rong Wen
err分享
err收藏
Representing Text for Joint Embedding of Text and Knowledge Bases
errProceedings of the 2015 Conference on Empirical Methods in Natural Language Processing
IF0
err2015-01-01
err0
errOAAI
errKristina Toutanova; Danqi Chen; Patrick Pantel; Hoifung Poon; Pallavi Choudhury; Michael Gamon
err分享
err收藏
学者 查看更多内容