CogCompNLP
OpenNRE
CogCompNLP | OpenNRE | |
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- | 3 | |
469 | 4,246 | |
0.0% | 1.4% | |
0.0 | 6.5 | |
10 months ago | 4 months ago | |
Java | Python | |
GNU General Public License v3.0 or later | MIT License |
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CogCompNLP
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Tracking mentions began in Dec 2020.
OpenNRE
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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
What are some alternatives?
CoreNLP - CoreNLP: A Java suite of core NLP tools for tokenization, sentence segmentation, NER, parsing, coreference, sentiment analysis, etc.
OpenIE-standalone
Apache OpenNLP - Apache OpenNLP
minie - An open information extraction system that provides compact extractions
DKPro Core - Collection of software components for natural language processing (NLP) based on the Apache UIMA framework.
PURE - [NAACL 2021] A Frustratingly Easy Approach for Entity and Relation Extraction https://arxiv.org/abs/2010.12812
Mallet - MALLET is a Java-based package for statistical natural language processing, document classification, clustering, topic modeling, information extraction, and other machine learning applications to text.
DeepKE - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
simplenlg - Java API for Natural Language Generation. Originally developed by Ehud Reiter at the University of Aberdeen’s Department of Computing Science and co-founder of Arria NLG. This git repo is the official SimpleNLG version.
knowledge-net - KnowledgeNet: A Benchmark Dataset for Knowledge Base Population