文章名称:Exploring Large Language Models for Knowledge Graph Completion 文章链接:https://arxiv.org/pdf/2308.13916.pdf github链接:https://github.com/yao8839836/kg-llm 这篇文章的主要内容是探讨如何利用大型语言模型(LLM)来完成知识图谱的补全任务。 作者指出,知识图谱在人工智能领域中起着重要作用,但经常面临...
This paper presents an exhaustive quantitative and qualitative evaluation of Large Language Models (LLMs) for Knowledge Graph (KG) construction and reasoning. We engage in experiments across eight diverse datasets, focusing on four representative tasks encompassing entity and relation extraction, event ...
Prof.Dr. Haofen Wang has long served as Chief Technology Officer in a firstline artificial intelligence company and has rich experience in AI R&D management. He is one of the founders of OpenKG, the world's largest Chinese open knowledge graph alliance. He is responsible for participating in ...
LLMs之RAG:GraphRAG(本质是名词Knowledge Graph/Microsoft微软发布)的简介、安装和使用方法、案例应用之详细攻略 导读:2024年7月3日,微软正式开源发布GraphRAG。GraphRAG可以提高大型语言模型在私有数据集上的推理能力。 背景痛点:基线RAG (Retrieval-Augmented Generation)方法在以下情况下表现不佳: 需要跨越不同片段信息...
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities - zjunlp/AutoKG
Businesses can use LLMs toquerytheir content knowledge graphs. Businesses canstructure their informationin the form of a knowledge graph to help the LLM function more effectively. Training the LLM Using Your Content Knowledge Graph For a business to thrive in this technological age, connecting with...
近两年在 Nature Machine Intelligence、Nature Communications 等发表多篇 Nature 子刊论文,以及在 NeurIPS、ICML、ICLR、AAAI、IJCAI 等人工智能顶会发表多篇 AI for Science 研究论文。 团队GitHub主页: https://github.com/HICAI-ZJU 近期部分论文: ● Knowledge graph-enhanced molecular contrastive learning with ...
# 文章推荐 # 文章名称:CHATKBQA: A GENERATE-THEN-RETRIEVE FRAMEWORK FOR KNOWLEDGE BASE QUESTION ANSWERING WITH… 阅读全文 SELF-RAG: 自我反思检索增强生成,提升语言模型生成质量与准确性 # 文章推荐 # 文章名称:SELF-RAG: LEARNING TO RETRIEVE, GENERATE, AND CRITIQUE THROUGH SELF-REFLECTION 文章链接:...
ith Graph Augmentation for RecommendationCode: github LLMRec一. 简要介绍1. Motivation & Issue & Contribution现代推荐系统(比如:X, Netflix, 微博, 朋友圈)很大程度依赖于平台的内容。即,比起只使用user-item的交互的general CF,一个有效的推荐系统还依赖于文本的, ...
Here are some more examples of the HTML graph output for different entity types and root entities (with commands to generate and links to view full interactive graphs). Install llmgraph to create your own knowledge graphs! Feel free to share interesting results in the issue section above with ...