davendw49 / awesome-LKM-paper

Papers of Large Knowledge Model (integrating LLM and KB)

Awesome papers

Papers of Large Knowledge Model (integrating LLM and KB)

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Introduction

Big thanks to ChatGPT for helping us to draft this section. We have investigated a lot about integrating LLMs and KBs for building a more powerful AI model, which Prof. Wang names it as LKM (Large Knowledge Model).

A large knowledge model refers to an AI model that combines the capabilities of a large language model with access to extensive knowledge bases. These models are designed to provide a comprehensive understanding of natural language inputs by leveraging both pre-existing knowledge and contextual understanding.

By integrating a large language model with knowledge bases, an AI system can access factual information, verify statements, provide explanations, and answer complex questions more accurately. This combination allows the model to tap into a vast pool of knowledge and provide informed responses based on the context and information it has access.

PaperList

1. Survey

1. (arXiv preprint 2023) Unifying Large Language Models and Knowledge Graphs: A Roadmap, Shirui Pan et al. [Paper]

2. LLM-oriented

2.1 Knowledge Base Augmented Large Language Models (Prompt Level)

2.2 Knowledge Base Guided Large Language Models (Model Level)

3. KB-oriented

3.1 Using Large Language Models for Knowledge Bases Construction

3.2 Using Large Language Models for Information Rerankers

3.3 Using Large Language Models for Knowledge Bases Completion

4. Integrating LLM and KB

5. Technical stacks

Contact Me

If you have any questions or comments, please feel free to let us know: 📧 Cheng Deng. The main contribution of the contributor:

• Cheng Deng @ SJTU
• Peng Yu @ SJTU