knowledge-graph-nlp-in-action从模型训练到部署,实战知识图谱(Knowledge Graph)&自然语言处理(NLP)。涉及 Tensorflow, Bert+Bi-LSTM+CRF,Neo4j等 涵盖 Named Entity Recognition,Text Classify,Information Extraction,Relation Extraction 等任务。
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Knowledge GraphsA collection of research on knowledge graphs
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Knowledge Graph LearningA curated list of awesome knowledge graph tutorials, projects and communities.
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BbwSemantic annotator: Matching CSV to a Wikibase instance (e.g., Wikidata) via Meta-lookup
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IE Paper NotesPaper notes for Information Extraction, including Relation Extraction (RE), Named Entity Recognition (NER), Entity Linking (EL), Event Extraction (EE), Named Entity Disambiguation (NED).
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FDDCNamed Entity Recognition & Relation Extraction 实体命名识别与关系分类
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JointreEnd-to-end neural relation extraction using deep biaffine attention (ECIR 2019)
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Dan Jurafsky Chris Manning NlpMy solution to the Natural Language Processing course made by Dan Jurafsky, Chris Manning in Winter 2012.
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Gnn4nlp PapersA list of recent papers about Graph Neural Network methods applied in NLP areas.
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DeeppavlovAn open source library for deep learning end-to-end dialog systems and chatbots.
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FoxFederated Knowledge Extraction Framework
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Open Semantic Entity Search ApiOpen Source REST API for named entity extraction, named entity linking, named entity disambiguation, recommendation & reconciliation of entities like persons, organizations and places for (semi)automatic semantic tagging & analysis of documents by linked data knowledge graph like SKOS thesaurus, RDF ontology, database(s) or list(s) of names
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limaThe Libre Multilingual Analyzer, a Natural Language Processing (NLP) C++ toolkit.
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GigabertZero-shot Transfer Learning from English to Arabic
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KGPool[ACL 2021] KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction
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CasrelA Novel Cascade Binary Tagging Framework for Relational Triple Extraction. Accepted by ACL 2020.
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Deepke基于深度学习的开源中文关系抽取框架
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Lightkg基于Pytorch和torchtext的知识图谱深度学习框架。
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OpenUEOpenUE是一个轻量级知识图谱抽取工具 (An Open Toolkit for Universal Extraction from Text published at EMNLP2020: https://aclanthology.org/2020.emnlp-demos.1.pdf)
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Bert AttributeextractionUSING BERT FOR Attribute Extraction in KnowledgeGraph. fine-tuning and feature extraction. 使用基于bert的微调和特征提取方法来进行知识图谱百度百科人物词条属性抽取。
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spertPyTorch code for SpERT: Span-based Entity and Relation Transformer
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InformationExtractionSystemInformation Extraction System can perform NLP tasks like Named Entity Recognition, Sentence Simplification, Relation Extraction etc.
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Awesome KgqaA collection of some materials of knowledge graph question answering
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InformersState-of-the-art natural language processing for Ruby
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CONVEXAs far as we know, CONVEX is the first unsupervised method for conversational question answering over knowledge graphs. A demo and our benchmark (and more) can be found at
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SimpletransformersTransformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
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Information Extraction ChineseChinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取
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Nspm🤖 Neural SPARQL Machines for Knowledge Graph Question Answering.
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ReQuestIndirect Supervision for Relation Extraction Using Question-Answer Pairs (WSDM'18)
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CogIECogIE: An Information Extraction Toolkit for Bridging Text and CogNet. ACL 2021
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kglibTypeDB-ML is the Machine Learning integrations library for TypeDB
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GrailQANo description or website provided.
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amie plusAMIE+ association rule mining
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frogFrog is an integration of memory-based natural language processing (NLP) modules developed for Dutch. All NLP modules are based on Timbl, the Tilburg memory-based learning software package.
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yang-dbYANGDB Open-source, Scalable, Non-native Graph database (Powered by Elasticsearch)
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nlp-cheat-sheet-pythonNLP Cheat Sheet, Python, spacy, LexNPL, NLTK, tokenization, stemming, sentence detection, named entity recognition
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TeBaQAA question answering system which utilises machine learning.
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banglabertThis repository contains the official release of the model "BanglaBERT" and associated downstream finetuning code and datasets introduced in the paper titled "BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla" accpeted in Findings of the Annual Conference of the North American Chap…
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biograknBioGrakn Knowledge Graph
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InstahelpInstahelp is a Q&A portal website similar to Quora
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backpropBackprop makes it simple to use, finetune, and deploy state-of-the-art ML models.
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CaREEMNLP 2019: CaRe: Open Knowledge Graph Embeddings
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