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ace2005-preprocessing

ACE 2005 corpus preprocessing for Event Extraction task

acl2019_nested_ner

Source code for paper Neural Architectures for Nested NER through Linearization

at4chinesener

Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism

awesome_chinese_medical_nlp

中文医学NLP公开资源整理：术语集/语料库/词向量/预训练模型/知识图谱/命名实体识别/QA/信息抽取/模型/论文/etc

blue_benchmark

BLUE benchmark consists of five different biomedicine text-mining tasks with ten corpora.

bluebert

BlueBERT, pre-trained on PubMed abstracts and clinical notes (MIMIC-III).

boundary-aware-nested-ner

Code for EMNLP 2019 paper "A Boundary-aware Neural Model for Nested Named Entity Recognition"

collabonet

CollaboNet for Biomedical Named Entity Recognition

convec

In this project, we use skip-gram model to embed Wikipedia Concepts and Entities. The English version of Wikipedia contains more than five million pages, which suggest its capability to cover many English Entities, Phrases, and Concepts. Each Wikipedia page is considered as a concept.

cross-domain_ner

Cross-domain NER using cross-domain language modeling, code for ACL 2019 paper

datnet

The implementation of Dual Adversarial Neural Transfer (DATNets) for Sequence Labeling, which is able to tackle sequence labeling tasks such as POS Tagging, NER, Chunking,etc..

dbpedia-spotlight

DBpedia Spotlight is a tool for automatically annotating mentions of DBpedia resources in text.

dbpedia-spotlight-model

DBpedia Spotlight is a tool for automatically annotating mentions of DBpedia resources in text. Improving Efficiency and Accuracy in Multilingual Entity Extraction approach

dsner

Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning

emerging_entities_17

entity-recognition-datasets

A collection of corpora for named entity recognition (NER) and entity recognition tasks. These annotated datasets cover a variety of languages, domains and entity types.

entitytargetedactivelearning

fast_abs_rl

Code for ACL 2018 paper: "Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting. Chen and Bansal"

fewshottagging

Code for ACL2020 paper: Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network

gnn4nlp-papers

A list of recent papers about Graph Neural Network methods applied in NLP areas.

jate

NEWS: JATE2.0 Beta.11 Released, see details below.

mtl-bioinformatics-2016

named-entity-recognition-ner-papers

An elaborate and exhaustive paper list for Named Entity Recognition (NER)

ncrfpp

NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.

ner-conll2003

Entity recognition of CONLL2003 corpus using Keras

neuroner

Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.

nlp-public-dataset

Chinese, English NER, English-Chinese machine translation dataset. 中英文实体识别数据集，中英文机器翻译数据集, 中文分词数据集

ontonotes5.0-pretreatment

ontonotes5.0 数据预处理，按照官方给的方式进行训练集、验证集、测试集的分割。Ontonotes5.0 pretreatment

pyspotlight

A thin wrapper around the DBpedia Spotlight HTTP API

scibert

A BERT model for scientific text.