OpenNRE vs PURE

OpenNRE

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

relation-extraction

Source Code

Suggest alternative

Edit details

PURE

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

NLP relation-extraction

Source Code

Suggest alternative

Edit details

InfluxDB - 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.

www.influxdata.com

featured

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com

featured

OpenNRE		PURE
	Project
3	Mentions	1
4,260	Stars	763
0.9%	Growth	1.7%
6.5	Activity	0.0
4 months ago	Latest Commit	almost 2 years ago
Python	Language	Python
MIT License	License	MIT License

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

OpenNRE

Posts with mentions or reviews of OpenNRE. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-01-17.

RAG Using Unstructured Data and Role of Knowledge Graphs
4 projects | news.ycombinator.com | 17 Jan 2024

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.
How to get knowledge graph triples from text?
1 project | /r/MLQuestions | 21 Sep 2022

OpenNRE
KELM: Integrating Knowledge Graphs with Language Model Pre-Training Corpora
5 projects | news.ycombinator.com | 21 May 2021

PURE

Posts with mentions or reviews of PURE. We have used some of these posts to build our list of alternatives and similar projects.

Relationship extraction
1 project | /r/LanguageTechnology | 9 Jun 2021

Searching for good models is actually a review and I encourage you on doing that. Simply search on some papers databases using the desired keywords. One fine model that has been released recently is the PURE model (https://github.com/princeton-nlp/PURE) which solves both Entity and Relation extraction using BERT and achieves SoTA results on ACE.

What are some alternatives?

When comparing OpenNRE and PURE you can also consider the following projects:

OpenIE-standalone

bert - TensorFlow code and pre-trained models for BERT

CogCompNLP - 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.

flair - A very simple framework for state-of-the-art Natural Language Processing (NLP)

minie - An open information extraction system that provides compact extractions

rasa - 💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

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

spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python

knowledge-net - KnowledgeNet: A Benchmark Dataset for Knowledge Base Population