sequence-labeling

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flairNLP /flair

Star14.4k

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

nlp machine-learning natural-language-processing word-embeddings pytorch named-entity-recognition sequence-labeling semantic-role-labeling

UpdatedOct 27, 2025
Python

BrikerMan /Kashgari

Star2.4k

Kashgari is a production-level NLP Transfer learning framework built on top of tf.keras for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.

nlp machine-learning text-classification named-entity-recognition seq2seq transfer-learning ner bert sequence-labeling nlp-framework bert-model text-labeling gpt-2

UpdatedSep 3, 2024
Python

luopeixiang /named_entity_recognition

Star2.3k

中文命名实体识别（包括多种模型：HMM，CRF，BiLSTM，BiLSTM+CRF的具体实现）

nlp hmm crf named-entity-recognition ner sequence-labeling bi-lstm bi-lstm-crf pytorch-nlp chinese-ner pytorch-ner

UpdatedJun 21, 2022
Python

jiesutd /NCRFpp

Star1.9k

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.

natural-language-processing crf cnn pytorch artificial-intelligence lstm named-entity-recognition neural-networks chunking ner char-rnn part-of-speech-tagger sequence-labeling nbest lstm-crf char-cnn

UpdatedJun 30, 2022
Python

CLUEbenchmark /CLUENER2020

Star1.5k

CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition

dataset named-entity-recognition chinese seq2seq sequence-to-sequence ner albert bert sequence-labeling chinese-ner roberta fine-grained-ner chinesener

UpdatedNov 21, 2022
Python

Hironsan /anago

Sponsor

Star1.5k

Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.

machine-learning natural-language-processing deep-learning keras named-entity-recognition sequence-labeling

UpdatedDec 7, 2022
Python

microsoft /NeuronBlocks

Star1.5k

NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego

natural-language-processing deep-learning text-classification dnn pytorch artificial-intelligence question-answering knowledge-distillation sequence-labeling text-matching qna model-compression

UpdatedJul 22, 2023
Python

chakki-works /seqeval

Star1.2k

A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)

python machine-learning natural-language-processing deep-learning named-entity-recognition sequence-labeling sequence-labeling-evaluation conlleval

UpdatedAug 28, 2024
Python

grammarly /gector

Star950

Official implementation of the papers "GECToR – Grammatical Error Correction: Tag, Not Rewrite" (BEA-20) and "Text Simplification by Tagging" (BEA-21)

nlp natural-language-processing transformers bert sequence-labeling text-simplification grammatical-error-correction roberta xlnet

UpdatedMay 21, 2024
Python

LiyuanLucasLiu /LM-LSTM-CRF

Star849

Empower Sequence Labeling with Task-Aware Language Model

crf pytorch ner language-model sequence-labeling

UpdatedJun 22, 2022
Python

scofield7419 /sequence-labeling-BiLSTM-CRF

Star703

The BiLSTM-CRF model implementation in Tensorflow, for sequence labeling tasks.

nlp tensorflow ner python35 sequence-labeling bilstm-crf

UpdatedNov 21, 2022
JavaScript

word2vec, sentence2vec, machine reading comprehension, dialog system, text classification, pretrained language model (i.e., XLNet, BERT, ELMo, GPT), sequence labeling, information retrieval, information extraction (i.e., entity, relation and event extraction), knowledge graph, text generation, network embedding

information-retrieval text-classification word2vec text-generation information-extraction knowledge-graph network-embedding sequence-labeling dialogue-systems sentence2vec machine-reading-comprehension pretrained-language-model

UpdatedJan 11, 2021
OpenEdge ABL

HadoopIt /rnn-nlu

Star490

A TensorFlow implementation of Recurrent Neural Networks for Sequence Classification and Sequence Labeling

tensorflow recurrent-neural-networks attention sequence-labeling sequence-classification slot-filling intent-detection

UpdatedJul 12, 2018
Python

shangjingbo1226 /AutoNER

Star485

Learning Named Entity Tagger from Domain-Specific Dictionary

data-driven dictionary named-entity-recognition ner sequence-labeling distant-supervision domain-specific

UpdatedOct 5, 2019
ChucK

yuanxiaosc /BERT-for-Sequence-Labeling-and-Text-Classification

Star470

This is the template code to use BERT for sequence lableing and text classification, in order to facilitate BERT for more tasks. Currently, the template code has included conll-2003 named entity identification, Snips Slot Filling and Intent Prediction.

text-classification template-project bert sequence-labeling conll-2003 atis-dataset snips-dataset