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Top 97 relation-extraction open source projects

Multiple Relations Extraction Only Look Once
Multiple-Relations-Extraction-Only-Look-Once. Just look at the sentence once and extract the multiple pairs of entities and their corresponding relations. 端到端联合多关系抽取模型,可用于 http://lic2019.ccf.org.cn/kg 信息抽取。
PCNN
A neural architecture for relation extraction task implemented in Tensorflow.
comb dist direct relex
Combining Distant and Direct Supervision for Neural Relation Extraction
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。
PSPE
Pretrained Span and span Pair Encoder, code for "Pre-training Entity Relation Encoder with Intra-span and Inter-spanInformation.", EMNLP2020. It is based on our NERE toolkit (https://github.com/Receiling/NERE).
OpenNRE for Chinese
OpenNRE for Chinese open relation extraction task in pytorch
DiagnoseRE
Source code and dataset for the CCKS201 paper "On Robustness and Bias Analysis of BERT-based Relation Extraction"
IE Paper Notes
Paper notes for Information Extraction, including Relation Extraction (RE), Named Entity Recognition (NER), Entity Linking (EL), Event Extraction (EE), Named Entity Disambiguation (NED).
MetaLifelongLanguage
Repository containing code for the paper "Meta-Learning with Sparse Experience Replay for Lifelong Language Learning".
Recurrent Interaction Network EMNLP2020
Here is the code for the paper ``Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations'' accepted by EMNLP2020.
PathNRE
Source code and dataset of EMNLP2017 paper "Incorporating Relation Paths in Neural Relation Extraction".
FDDC
Named Entity Recognition & Relation Extraction 实体命名识别与关系分类
KGPool
[ACL 2021] KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction
VERSE
Vancouver Event and Relation System for Extraction
knodle
A PyTorch-based open-source framework that provides methods for improving the weakly annotated data and allows researchers to efficiently develop and compare their own methods.
InformationExtractionSystem
Information Extraction System can perform NLP tasks like Named Entity Recognition, Sentence Simplification, Relation Extraction etc.
Shukongdashi
使用知识图谱,自然语言处理,卷积神经网络等技术,基于python语言,设计了一个数控领域故障诊断专家系统
m3gm
Max-Margin Markov Graph Models for WordNet (EMNLP 2018)
relation-extraction-rnn
Bi-directional LSTM model for relation extraction
HNRE
Hierarchical Neural Relation Extraction
dialogre
Dialogue-Based Relation Extraction
ReQuest
Indirect Supervision for Relation Extraction Using Question-Answer Pairs (WSDM'18)
Att-BLSTM-relation-extraction
Implementation of Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification.
spert
PyTorch code for SpERT: Span-based Entity and Relation Transformer
OpenUE
OpenUE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)
GP-GNN
Code and dataset of ACL2019 Paper: Graph Neural Networks with Generated Parameters for Relation Extraction.
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