Top 16 relation-extraction Open-Source Projects

• OpenNRE

  3 4,271 6.5 Python

  An Open-Source Package for Neural Relation Extraction (NRE)

  

Project mention: RAG Using Unstructured Data and Role of Knowledge Graphs | news.ycombinator.com | 2024-01-17

OpenNRE (https://github.com/thunlp/OpenNRE) is another good approach to neural relation extraction, though it's slightly dated. What would be particularly interesting is to combine models like OpenNRE or SpanMarker with entity-linking models to construct KG triples. And a solid, scalable graph database underneath would make for a great knowledge base that can be constructed from unstructured text.

• DeepKE

  2 3,065 9.4 Python

  [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

  

Project mention: Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic. | /r/LocalLLaMA | 2023-06-09

• Scout Monitoring

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• PURE

  1 763 0.0 Python

  [NAACL 2021] A Frustratingly Easy Approach for Entity and Relation Extraction https://arxiv.org/abs/2010.12812 (by princeton-nlp)

  

• BERT-Relation-Extraction

  1 561 4.4 Python

  PyTorch implementation for "Matching the Blanks: Distributional Similarity for Relation Learning" paper

• ontogpt

  2 536 9.8 Jupyter Notebook

  LLM-based ontological extraction tools, including SPIRES

  

Project mention: GPT-based ontological extraction tools, including SPIRES | news.ycombinator.com | 2023-07-24

• CogCompNLP

  0 469 0.0 Java

  CogComp's Natural Language Processing Libraries and Demos: Modules include lemmatizer, ner, pos, prep-srl, quantifier, question type, relation-extraction, similarity, temporal normalizer, tokenizer, transliteration, verb-sense, and more.

  

• rebel

  1 448 5.4 Python

  REBEL is a seq2seq model that simplifies Relation Extraction (EMNLP 2021). (by Babelscape)

  

• InfluxDB

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  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• zshot

  2 325 6.0 Python

  Zero and Few shot named entity & relationships recognition

  

• GoLLIE

  1 238 9.6 Python

  Guideline following Large Language Model for Information Extraction

  

Project mention: A LLM trained to follow annotation guidelines, for information extraction tasks | news.ycombinator.com | 2023-10-30

• ChatGPT_for_IE

  1 133 8.1 Python

  Evaluating ChatGPT’s Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness

  

• AREkit

  3 53 8.7 Python

  Document level Attitude and Relation Extraction toolkit (AREkit) for sampling and processing large text collections with ML and for ML

• ARElight

  3 35 8.7 Python

  Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit

• ContinueMKGC

  1 24 4.1 Python

  [IJCAI 2024] Continual Multimodal Knowledge Graph Construction

  

• AREnets

  1 7 3.9 Python

  Tensorflow-based framework which lists attentive implementation of the conventional neural network models (CNN, RNN-based), applicable for Relation Extraction classification tasks as well as API for custom model implementation

• neural-networks-for-attitude-extraction

  1 2 0.0 Python

  Source code for ISPRAS-2021 journal paper "Language Models Application in Sentiment Attitude Extraction Task" (in Russian)

• Tinytots

  1 1 1.8

  Emotion recognition and identifying traits in characters through text in fairytales, folklore.

• SaaSHub

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  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

relation-extraction related posts

• RAG Using Unstructured Data and Role of Knowledge Graphs

  4 projects | news.ycombinator.com | 17 Jan 2024

• Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic.

  6 projects | /r/LocalLLaMA | 9 Jun 2023

• A transformer-based method for zero and few-shot biomedical NER

  1 project | news.ycombinator.com | 12 May 2023

• How to get knowledge graph triples from text?

  1 project | /r/MLQuestions | 21 Sep 2022

• Show HN: ARElight – A Mass-Media Processing Application for Relation Extraction

  8 projects | news.ycombinator.com | 18 Jun 2022

• Relationship extraction

  1 project | /r/LanguageTechnology | 9 Jun 2021

• KELM: Integrating Knowledge Graphs with Language Model Pre-Training Corpora

  5 projects | news.ycombinator.com | 21 May 2021
• A note from our sponsor - InfluxDB
  www.influxdata.com | 10 Jun 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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