OpenNRE
An Open-Source Package for Neural Relation Extraction (NRE) (by thunlp)
knowledge-net
KnowledgeNet: A Benchmark Dataset for Knowledge Base Population (by diffbot)
| OpenNRE | knowledge-net | |
|---|---|---|
| 3 | 1 | |
| 4,254 | 253 | |
| 0.8% | 0.0% | |
| 6.5 | 0.0 | |
| 4 months ago | almost 3 years ago | |
| Python | Python | |
| MIT 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.
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.
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RAG Using Unstructured Data and Role of Knowledge Graphs
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.
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How to get knowledge graph triples from text?
OpenNRE
- KELM: Integrating Knowledge Graphs with Language Model Pre-Training Corpora
knowledge-net
Posts with mentions or reviews of knowledge-net.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-05-21.
What are some alternatives?
When comparing OpenNRE and knowledge-net you can also consider the following projects:
OpenIE-standalone
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.
Graphene - Coreference Resolution, Simplification and Open Relation Extraction Pipeline
minie - An open information extraction system that provides compact extractions
PURE - [NAACL 2021] A Frustratingly Easy Approach for Entity and Relation Extraction https://arxiv.org/abs/2010.12812
DeepKE - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction