NLP-Knowledge-Graph  by lihanghang

NLP/KG resource list for research and application

created 6 years ago
1,708 stars

Top 25.5% on sourcepulse

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Project Summary

This repository serves as a comprehensive collection of resources and research summaries for Natural Language Processing (NLP), Knowledge Graphs (KG), and Dialogue Systems. It targets researchers, engineers, and students interested in the intersection of these fields, offering a curated list of papers, tools, datasets, and insights into the latest trends and applications, particularly in cognitive intelligence and large language models (LLMs).

How It Works

The project acts as a curated knowledge base, consolidating information from academic papers, industry applications, and personal research notes. It covers the lifecycle of knowledge graphs, from acquisition and construction to application in question-answering and dialogue systems. The repository emphasizes the integration of deep learning techniques and LLMs, reflecting current trends in AI research.

Quick Start & Requirements

This repository is primarily a collection of links and summaries, not a runnable software package. No installation or specific runtime environment is required to access the information.

Highlighted Details

  • Extensive lists of NLP tools, KG datasets, graph databases, and visualization tools.
  • Summaries and analyses of key NLP papers (e.g., Transformer, BERT, ERNIE).
  • Overviews of major AI conferences and their relevance to NLP and KG.
  • Discussions on the commercialization of NLP, dialogue, and KG technologies.

Maintenance & Community

The project is maintained by a single individual, with the last update noted as February 8, 2024. Contact information and links to personal websites and wikis are provided for further engagement.

Licensing & Compatibility

The repository itself does not appear to have a specific license declared. The content is presented as personal research and compilation, with a stated purpose for "exchange and learning."

Limitations & Caveats

This repository is a curated collection of links and summaries, not an executable codebase. The information reflects the author's personal research and understanding, and the rapidly evolving nature of AI means some content may become dated.

Health Check
Last commit

5 months ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
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Star History
18 stars in the last 90 days

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