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ds-relationextraction

Distantly Supervised Relation Extraction

emnlp2017-bilstm-cnn-crf

BiLSTM-CNN-CRF architecture for sequence tagging

encoder_decoder

Four styles of encoder decoder model by Python, Theano, Keras and Seq2Seq

entity-relation-extraction

Entity and Relation Extraction Based on TensorFlow and BERT. 基于TensorFlow和BERT的管道式实体及关系抽取，2019语言与智能技术竞赛信息抽取任务解决方案。Schema based Knowledge Extraction, SKE 2019

ernie

Source code and dataset for ACL 2019 paper "ERNIE: Enhanced Language Representation with Informative Entities"

fancy-nlp

A fast and esay-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.

fasttext

Library for fast text representation and classification.

flair

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

foolnltk

A Chinese Nature Language Toolkit

gnn4zeroshotre

golden-horse

Named Entity Recognition for Chinese social media (Weibo). From EMNLP 2015 paper.

gradient_reversal_keras_tf

Keras implementation of a gradient reversal layer for the Tensorflow backend

hnatt

Train and visualize Hierarchical Attention Networks

hnre

Hierarchical Neural Relation Extraction

information-extraction-chinese

Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取

ipre

IPRE: a Dataset for Inter-Personal Relationship Extraction

jia_sequencetagging22

kashgari

Kashgari is a Production-ready NLP Transfer learning framework for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.

kb2e

Knowledge Graph Embeddings including TransE, TransH, TransR and PTransE

keras

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano or TensorFlow.

keras-bert

Implementation of BERT that could load official pre-trained models for feature extraction and prediction

keras-contrib

Keras community contributions

keras-elmo

How to use ELMo embeddings in Keras with Tensorflow Hub

keras-lr-multiplier

Learning rate multiplier

keras-oneshot

koch et al, Siamese Networks for one-shot learning, (mostly) reimplimented in keras

keras-position-wise-feed-forward

Feed forward layer implemented in Keras

keras-self-attention

Attention mechanism for processing sequential data that considers the context for each timestamp.

keras-transformer

Transformer implemented in Keras

krlpapers

Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE)

latticelstm

Chinese NER using Lattice LSTM. Code for ACL 2018 paper.