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Nlp_research ⭐ 170

NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文四大任务

Distilkobert ⭐ 165

Distillation of KoBERT from SKTBrain (Lightweight KoBERT)

Ner Evaluation ⭐ 153

An implementation of a full named-entity evaluation metrics based on SemEval'13 Task 9 - not at tag/token level but considering all the tokens that are part of the named-entity

Bert Ch Ner ⭐ 149

基于BERT的中文命名实体识别

A neural named entity recognition and multi-type normalization tool for biomedical text mining

ETNLP: A toolkit to evaluate, extract, and visualize multiple embeddings

Huspacy ⭐ 145

HuSpaCy: industrial-strength Hungarian natural language processing

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling

Bci Challenge Ner 2015 ⭐ 144

Code and documentation for the winning solution to the BCI Challenge @ NER 2015 : https://www.kaggle.com/c/inria-bci-challenge

Codes for "TENER: Adapting Transformer Encoder for Named Entity Recognition"

Lexiconaugmentedner ⭐ 143

Reject complicated operations for incorporating lexicon for Chinese NER.

Dadmatools ⭐ 142

DadmaTools is a Persian NLP tools developed by Dadmatech Co.

Stackoverflowner ⭐ 132

Source Code and Data for Software Domain NER

Clinical Ner ⭐ 131

面向中文电子病历的命名实体识别

Presidio Research ⭐ 131

This package features data-science related tasks for developing new recognizers for Presidio. It is used for the evaluation of the entire system, as well as for evaluating specific PII recognizers or PII detection models.

Lstm Crf ⭐ 130

A (CNN+)RNN(LSTM/BiLSTM)+CRF model for sequence labelling.😏

Transfer ⭐ 129

Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks

Ipymarkup ⭐ 126

NER, syntax markup visualizations

Multilingual_ner ⭐ 120

Applying BERT to named entity recognition in English and Russian.

Winner system (DAMO-NLP) of SemEval 2022 MultiCoNER shared task over 10 out of 13 tracks.

Entity_extractor_by_pointer ⭐ 119

使用torch整合两种经典的指针NER抽取范式，分别是SpanBert和苏神的GlobalPoint

Clinicaltransformerner ⭐ 115

a library for named entity recognition developed by UF HOBI NLP lab featuring SOTA algorithms

Legal Entity Recognition ⭐ 115

A Dataset of German Legal Documents for Named Entity Recognition

BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision

Albert_lstm_crf_ner ⭐ 113

albert + lstm + crf实体识别，pytorch实现。识别的主要实体是人名、地名、机构名和时间。albert + lstm + crf (named entity recognition)

NLP framework in python for entity recognition and relationship extraction

Xlnet_extension_tf ⭐ 112

XLNet Extension in TensorFlow

Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning

Nlp Challenge ⭐ 108

NLP Shared tasks (NER, SRL) using NSML

Etagger ⭐ 103

reference tensorflow code for named entity tagging

Medical_ner_crfsuite ⭐ 102

基于条件随机场的医疗电子病例的命名实体识别

Recon NER, Debug and correct annotated Named Entity Recognition (NER) data for inconsistencies and get insights on improving the quality of your data.

Skillner ⭐ 101

A (smart) rule based NLP module to extract job skills from text

Api_ner ⭐ 101

API for Tensorflow model in Flask

Lightner ⭐ 99

Inference with state-of-the-art models (pre-trained by LD-Net / AutoNER / VanillaNER / ...)

Nlp Cheat Sheet Python ⭐ 98

NLP Cheat Sheet, Python, spacy, LexNPL, NLTK, tokenization, stemming, sentence detection, named entity recognition

Framework for fine-tuning pretrained transformers for Named-Entity Recognition (NER) tasks

[AKBC 19] Improving Relation Extraction by Pre-trained Language Representations

Weak Supervision For Ner ⭐ 97

Framework to learn Named Entity Recognition models without labelled data using weak supervision.

PhoNLP: A BERT-based multi-task learning model for part-of-speech tagging, named entity recognition and dependency parsing (NAACL 2021)

Bert_classifier ⭐ 95

bert文本分类，albert，keras_bert，bert4keras，kashgari，fas + uwsgi + keras部署模型，时间实体识别，tfidf关键词抽取，tfidf文本相似度，用户情感分析

Ner Bert Crf ⭐ 95

Tweebanknlp ⭐ 94

[LREC 2022] An off-the-shelf pre-trained Tweet NLP Toolkit (NER, tokenization, lemmatization, POS tagging, dependency parsing) + Tweebank-NER dataset

Graph Convolutional neural network named entity recognition

Crossweigh ⭐ 92

CrossWeigh: Training Named Entity Tagger from Imperfect Annotations

Amazon Weak Ner Needle ⭐ 92

Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data

Toolkit4nlp ⭐ 92

Knowledgegraph_ner ⭐ 90

中文医学知识图谱命名实体识别，包括bi-LSTM+CRF，transformer+CRF等模型

🌈 NERpy: Implementation of Named Entity Recognition using Python. 命名实体识别工具，支持BertSoftmax、BertSpan等模型，开箱即用。

《自然语言处理理论与实战》一书源码下载

Daguan_2019_rank9 ⭐ 85

达观信息提取比赛第九名代码

Bert_chinese_ner_pytorch ⭐ 81

Named Recognition Entity based on BERT and CRF 基于BERT+CRF的中文命名实体识别

Excel Integration with spaCy. Training NER using Excel/XLSX from PDF, DOCX, PPT, PNG or JPG.

Cmu Multinlp ⭐ 81

Generalizing Natural Language Analysis through Span-relation Representations

reference pytorch code for named entity tagging

Kobert Ner ⭐ 79

NER Task with KoBERT (with Naver NLP Challenge dataset)

Rasachatbot ⭐ 78

基于Rasa搭建的案件信息问答系统

Lexiconner ⭐ 74

Lexicon-based Named Entity Recognition

Trunklucator ⭐ 73

Python module for data scientists for quick creating annotation projects.

Seq2annotation ⭐ 73

基于 TensorFlow & PaddlePaddle 的通用序列标注算法库（目前包含 BiLSTM+CRF, Stacked-BiLSTM+CRF 和 IDCNN+CRF，更多算法正在持续添加中）实现中文分词（Tokenizer / segmentation）、词性标注（Part Of Speech, POS）和命名实体识别（Named Entity Recognition, NER）等序列标注任务。

Conlleval ⭐ 73

conlleval in Python (script for chunking/NER evaluation)

Massively Multilingual Transfer for NER

Anonymisation ⭐ 68

Anonymization of legal cases (Fr) based on Flair embeddings

TETRE: a Toolkit for Exploring Text for Relation Extraction

Spacy Annotator ⭐ 68

Spacy NER annotator using ipywidgets

Rasa_chatbot ⭐ 67

基于rasa_nlu，rasa_core，rasa_core_sdk构建的聊天机器人

Entity_recognition ⭐ 67

framework for doing NER and other types of entity recognition, in Python

Hugging BERT together. Misc scripts for Huggingface transformers.

Code for the NAACL2022 paper "Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction"

Policy based Active Learning with DQN

Simple Questions Generate Named Entity Recognition Datasets (EMNLP 2022)

Unsupervised_ner ⭐ 64

Self-supervised NER prototype - updated version (69 entity types - 17 broad entity groups). Uses pretrained BERT models with no fine tuning. State-of-art performance on 3 biomedical datasets

Multilangstructurekd ⭐ 64

[ACL 2020] Structure-Level Knowledge Distillation For Multilingual Sequence Labeling

TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning (NAACL 2022)

Nlpcloud Python ⭐ 63

NLP Cloud serves high performance pre-trained or custom models for NER, sentiment-analysis, classification, summarization, paraphrasing, intent classification, product description and ad generation, chatbot, grammar and spelling correction, keywords and keyphrases extraction, text generation, image generation, code generation, and more...

Unofficial implementation of QaNER: Prompting Question Answering Models for Few-shot Named Entity Recognition.

Transformers Keras ⭐ 61

Transformer-based models implemented in tensorflow 2.x(using keras).

Sohu Baseline ⭐ 60

搜狐校园算法大赛baseline

Nested_named_entities ⭐ 60

Weakly supervised medical named entity classification

Ner Re Pt ⭐ 57

Named entity extraction from Portuguese web text

Pointernet_chinese_information_extraction ⭐ 56

利用指针网络进行信息抽取，包含命名实体识别、关系抽取、事件抽取。

Wikipedia_ner ⭐ 56

📖 Labeled examples from wiki dumps in Python

Bio Epidemiology Ner ⭐ 55

Recognize bio-medical entities from a text corpus

Emnlp 2023 Papers ⭐ 54

EMNLP 2023 Papers: Explore cutting-edge research from EMNLP 2023, the premier conference for advancing empirical methods in natural language processing. Stay updated on the latest in machine learning, deep learning, and natural language processing with code included. ⭐ support NLP!

Romanian Named Entity Corpus (RONEC) version 2.0

Ai_explore ⭐ 54

机器学习、深度学习基础知识. 推荐系统及nlp相关算法实现

A Lexicon-based Graph Neural Network for Chinese NER.

Umlsbert ⭐ 54

Inconsistency_detection ⭐ 54

Towards the Detection of Inconsistencies in Public Security Vulnerability Reports

In the wild extraction of entities that are found using Flair and displayed using a very elegant front-end.

Batch_parallel_latticelstm ⭐ 52

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

Large silver standart Russian corpus with NER, morphology and syntax markup

Fddc Extraction Release ⭐ 51

fddc-extraction-release

Bert Of Theseus Tf ⭐ 51

tensorflow version of bert-of-theseus

Stanford Ner Python ⭐ 50

Stanford Named Entity Recognizer (NER) - Python Wrapper

Scrapy Corenlp ⭐ 50

Wnut_2020_ner ⭐ 50

This repository will contain the data and codes for WNUT 2020 NER task

Repository for the paper "Named Entity Recognition for Entity Linking: What Works and What's Next" (EMNLP 2021).

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