Sequence Labeling Python Packages

seqeval

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

nagisa

A Japanese tokenizer based on recurrent neural networks

flair

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

bi-lstm-crf

A PyTorch implementation of the BI-LSTM-CRF model.

adaseq

AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models

transformers-keras

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

delft

a Deep Learning Framework for Text https://delft.readthedocs.io/

group-appeal-detector

Python package to automatically detect presence and location of a social group mention in political text as well as the author's stance toward the referenced group and the qualitative group category.

qiznlp

Quick run NLP in many task 快速运行分类、序列标注、匹配、生成等NLP任务的Tensorflow框架 (中文 NLP 支持分布式）

morphseg

A multilingual package for segmenting text into morphemes using supervised deep learning.

nlp-toolkit

Basic NLP Toolkits include text classification, sequence labeling etc.

band

BAND：BERT Application aNd Deployment, A simple and efficient BERT model training and deployment framework.

kashgari

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.

anago

Sequence labeling library using Keras.

lightner

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

nerval

Entity-level confusion matrix and classification report to evaluate Named Entity Recognition (NER) models.

musket-text

Text support for Musket ML

iohmm

A python library for Input Output Hidden Markov Models

pytorch-nlu

Pytorch-NLU

kashgari-tf

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.

econll

Extended CoNLL Utilities for Shallow Parsing

fasthmm

A python package for HMM model with fast train and decoding implementation

ws-benchmark

a benchmark for weak supervision

flair-pos

A very simple framework for state-of-the-art NLP