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The Top 23 Sequence Labeling Open Source Projects

Open source projects categorized as Sequence Labeling
Categories > Machine Learning > Sequence Labeling
Flair ⭐ 13,529
A very simple framework for state-of-the-art Natural Language Processing (NLP)
dependent packages 69total releases 31most recent commit 19 days agopypi flair} Downloads
Kashgari ⭐ 2,141
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.
dependent packages 1total releases 11most recent commit 3 years agopypi kashgari-tf} Downloads
Ncrfpp ⭐ 1,862
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.
total releases 1most recent commit 2 years ago
Neuronblocks ⭐ 1,441
NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego
most recent commit 9 months ago
Anago ⭐ 1,428
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
dependent packages 1total releases 14most recent commit 2 years agopypi anago} Downloads
Cluener2020 ⭐ 1,384
CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition
most recent commit a year ago
Named_entity_recognition ⭐ 1,118
中文命名实体识别（包括多种模型：HMM，CRF，BiLSTM，BiLSTM+CRF的具体实现）
most recent commit 3 years ago
Seqeval ⭐ 866
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
dependent packages 165total releases 24most recent commit a year agopypi seqeval} Downloads
Lm Lstm Crf ⭐ 830
Empower Sequence Labeling with Task-Aware Language Model
most recent commit 2 years ago
Gector ⭐ 680
Official implementation of the papers "GECToR – Grammatical Error Correction: Tag, Not Rewrite" (BEA-20) and "Text Simplification by Tagging" (BEA-21)
most recent commit 2 years ago
Sequence Labeling Bilstm Crf ⭐ 605
The classical BiLSTM-CRF model implemented in Tensorflow, for sequence labeling tasks. In Vex version, everything is configurable.
most recent commit 3 years ago
Lstm Crf Pytorch ⭐ 454
LSTM-CRF in PyTorch
most recent commit 6 months ago
Rnn Nlu ⭐ 454
A TensorFlow implementation of Recurrent Neural Networks for Sequence Classification and Sequence Labeling
most recent commit 6 years ago
Bert For Sequence Labeling And Text Classification ⭐ 422
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.
most recent commit a year ago
Delft ⭐ 379
a Deep Learning Framework for Text
total releases 21most recent commit 3 months ago
Nagisa ⭐ 365
A Japanese tokenizer based on recurrent neural networks
dependent packages 7total releases 22most recent commit 3 months agopypi nagisa} Downloads
Neuronlp2 ⭐ 358
Deep neural models for core NLP tasks (Pytorch version)
most recent commit 4 years ago
Nlp Projects ⭐ 345
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
most recent commit 3 years ago
Adaseq ⭐ 295
AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models
total releases 11most recent commit 5 months ago
Sltk ⭐ 294
序列化标注工具，基于PyTorch实现BLSTM-CNN-CRF模型，CoNLL 2003 English NER测试集F1值为91.10%（word and char feature）。
most recent commit 6 years ago
Slot_filling_and_intent_detection_of_slu ⭐ 289
slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet
most recent commit 3 years ago
Rnn For Joint Nlu ⭐ 275
Tensorflow implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)
most recent commit 6 years ago
Rnnsharp ⭐ 272
RNNSharp is a toolkit of deep recurrent neural network which is widely used for many different kinds of tasks, such as sequence labeling, sequence-to-sequence and so on. It's written by C# language and based on .NET framework 4.6 or above versions. RNNSharp supports many different types of networks, such as forward and bi-directional network, sequence-to-sequence network, and different types of layers, such as LSTM, Softmax, sampled Softmax and others.
most recent commit 4 years ago
The 6 Most Depended On Sequence Labeling Open Source Projects
Seqeval ⭐ 866
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
dependent packages 165total releases 24latest release October 24, 2020most recent commit a year agopypi seqeval} Downloads
Flair ⭐ 13,529
A very simple framework for state-of-the-art Natural Language Processing (NLP)
dependent packages 69total releases 31latest release October 28, 2023most recent commit 19 days agopypi flair} Downloads
Nagisa ⭐ 365
A Japanese tokenizer based on recurrent neural networks
dependent packages 7total releases 22latest release July 30, 2023most recent commit 3 months agopypi nagisa} Downloads
Transformers Keras ⭐ 61
Transformer-based models implemented in tensorflow 2.x(using keras).
dependent packages 1total releases 27latest release November 23, 2021most recent commit 2 years agopypi transformers-keras} Downloads
Anago ⭐ 1,428
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
dependent packages 1total releases 14latest release July 17, 2018most recent commit 2 years agopypi anago} Downloads
The 10 Latest Releases In Sequence Labeling Open Source Projects
Delft ⭐ 379
a Deep Learning Framework for Text
total releases 21latest release November 29, 2023most recent commit 3 months ago
Adaseq ⭐ 295
AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models
total releases 11latest release November 15, 2023most recent commit 5 months ago
Flair ⭐ 13,529
A very simple framework for state-of-the-art Natural Language Processing (NLP)
dependent packages 69total releases 31latest release October 28, 2023most recent commit 19 days agopypi flair} Downloads
Nagisa ⭐ 365
A Japanese tokenizer based on recurrent neural networks
dependent packages 7total releases 22latest release July 30, 2023most recent commit 3 months agopypi nagisa} Downloads
Wrench ⭐ 203
[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
total releases 4latest release April 21, 2022most recent commit 6 months ago
Transformers Keras ⭐ 61
Transformer-based models implemented in tensorflow 2.x(using keras).
dependent packages 1total releases 27latest release November 23, 2021most recent commit 2 years agopypi transformers-keras} Downloads
Iohmm ⭐ 140
Input Output Hidden Markov Model (IOHMM) in Python
total releases 5latest release February 05, 2021most recent commit a year ago
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