Projects in Awesome Lists tagged with sequence-labeling
A curated list of projects in awesome lists tagged with sequence-labeling .
https://github.com/flairnlp/flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
machine-learning named-entity-recognition natural-language-processing nlp pytorch semantic-role-labeling sequence-labeling word-embeddings
Last synced: 17 Nov 2025
https://github.com/flairNLP/flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
machine-learning named-entity-recognition natural-language-processing nlp pytorch semantic-role-labeling sequence-labeling word-embeddings
Last synced: 14 Mar 2025
https://github.com/zalandoresearch/flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
machine-learning named-entity-recognition natural-language-processing nlp pytorch semantic-role-labeling sequence-labeling word-embeddings
Last synced: 06 Apr 2025
https://github.com/brikerman/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.
bert bert-model gpt-2 machine-learning named-entity-recognition ner nlp nlp-framework seq2seq sequence-labeling text-classification text-labeling transfer-learning
Last synced: 09 Apr 2025
https://github.com/BrikerMan/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.
bert bert-model gpt-2 machine-learning named-entity-recognition ner nlp nlp-framework seq2seq sequence-labeling text-classification text-labeling transfer-learning
Last synced: 27 Mar 2025
https://github.com/luopeixiang/named_entity_recognition
中文命名实体识别（包括多种模型：HMM，CRF，BiLSTM，BiLSTM+CRF的具体实现）
bi-lstm bi-lstm-crf chinese-ner crf hmm named-entity-recognition ner nlp pytorch-ner pytorch-nlp sequence-labeling
Last synced: 19 Oct 2025
https://github.com/jiesutd/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.
artificial-intelligence char-cnn char-rnn chunking cnn crf lstm lstm-crf named-entity-recognition natural-language-processing nbest ner neural-networks part-of-speech-tagger pytorch sequence-labeling
Last synced: 09 Apr 2025
https://github.com/jiesutd/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.
artificial-intelligence char-cnn char-rnn chunking cnn crf lstm lstm-crf named-entity-recognition natural-language-processing nbest ner neural-networks part-of-speech-tagger pytorch sequence-labeling
Last synced: 15 May 2025
https://github.com/hironsan/anago
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
deep-learning keras machine-learning named-entity-recognition natural-language-processing sequence-labeling
Last synced: 15 May 2025
https://github.com/cluebenchmark/cluener2020
CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition
albert bert chinese chinese-ner chinesener dataset fine-grained-ner named-entity-recognition ner roberta seq2seq sequence-labeling sequence-to-sequence
Last synced: 08 Apr 2025
https://github.com/Hironsan/anago
Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech Tagging and so on.
deep-learning keras machine-learning named-entity-recognition natural-language-processing sequence-labeling
Last synced: 12 Apr 2025
https://github.com/microsoft/NeuronBlocks
NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego
artificial-intelligence deep-learning dnn knowledge-distillation model-compression natural-language-processing pytorch qna question-answering sequence-labeling text-classification text-matching
Last synced: 07 Apr 2025
https://github.com/chakki-works/seqeval
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
conlleval deep-learning machine-learning named-entity-recognition natural-language-processing python sequence-labeling sequence-labeling-evaluation
Last synced: 14 May 2025
https://github.com/grammarly/gector
Official implementation of the papers "GECToR – Grammatical Error Correction: Tag, Not Rewrite" (BEA-20) and "Text Simplification by Tagging" (BEA-21)
bert grammatical-error-correction natural-language-processing nlp roberta sequence-labeling text-simplification transformers xlnet
Last synced: 09 May 2025
https://github.com/liyuanlucasliu/lm-lstm-crf
Empower Sequence Labeling with Task-Aware Language Model
crf language-model ner pytorch sequence-labeling
Last synced: 12 Apr 2025
https://github.com/scofield7419/sequence-labeling-bilstm-crf
The BiLSTM-CRF model implementation in Tensorflow, for sequence labeling tasks.
bilstm-crf ner nlp python35 sequence-labeling tensorflow
Last synced: 13 Apr 2025
https://github.com/gaoisbest/NLP-Projects
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
dialogue-systems information-extraction information-retrieval knowledge-graph machine-reading-comprehension network-embedding pretrained-language-model sentence2vec sequence-labeling text-classification text-generation word2vec
Last synced: 07 Apr 2025
https://github.com/shangjingbo1226/autoner
Learning Named Entity Tagger from Domain-Specific Dictionary
data-driven dictionary distant-supervision domain-specific named-entity-recognition ner sequence-labeling
Last synced: 22 Feb 2025
https://github.com/yuanxiaosc/bert-for-sequence-labeling-and-text-classification
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.
atis-dataset bert conll-2003 sequence-labeling snips-dataset template-project text-classification
Last synced: 07 May 2025
https://github.com/yuanxiaosc/BERT-for-Sequence-Labeling-and-Text-Classification
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.
atis-dataset bert conll-2003 sequence-labeling snips-dataset template-project text-classification
Last synced: 02 Apr 2025
https://github.com/modelscope/adaseq
AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models
bert chinese-nlp crf entity-typing information-extraction multi-modal-ner named-entity-recognition natural-language-processing natural-language-understanding ner nlp pytorch relation-extraction sequence-labeling token-classification word-segmentation
Last synced: 16 May 2025
https://github.com/modelscope/AdaSeq
AdaSeq: An All-in-One Library for Developing State-of-the-Art Sequence Understanding Models
bert chinese-nlp crf entity-typing information-extraction multi-modal-ner named-entity-recognition natural-language-processing natural-language-understanding ner nlp pytorch relation-extraction sequence-labeling token-classification word-segmentation
Last synced: 18 Mar 2025
https://github.com/taishi-i/nagisa
A Japanese tokenizer based on recurrent neural networks
dynet japanese natural-language-processing nlp nlp-library pos-tagging sequence-labeling tokenizer word-segmentation
Last synced: 30 Apr 2025
https://github.com/kermitt2/delft
a Deep Learning Framework for Text https://delft.readthedocs.io/
deep-learning keras ner nlp sequence-labeling text-classification
Last synced: 08 Apr 2025
https://github.com/sgrvinod/a-pytorch-tutorial-to-sequence-labeling
Empower Sequence Labeling with Task-Aware Neural Language Model | a PyTorch Tutorial to Sequence Labeling
co-training conditional-random-fields crf entity-extraction entity-recognition language-model nlp pos-tagger pos-tagging pytorch pytorch-tutorial sequence-labeling sequence-tagger
Last synced: 07 Apr 2025
https://github.com/yongzhuo/pytorch-nlu
中文文本分类、序列标注工具包（pytorch），支持中文长文本、短文本的多类、多标签分类任务，支持中文命名实体识别、词性标注、分词、抽取式文本摘要等序列标注任务。 Chinese text classification and sequence labeling toolkit, supports multi class and multi label classification, text similsrity, text summary and NER.
bert chinese-text-classification chinese-text-segmentation named-entity-recognition pos-tagging pretrained-models python3 pytorch sequence-labeling text-classification transformers word-segmentation
Last synced: 03 Oct 2025
https://github.com/yongzhuo/macadam
Macadam是一个以Tensorflow(Keras)和bert4keras为基础，专注于文本分类、序列标注和关系抽取的自然语言处理工具包。支持RANDOM、WORD2VEC、FASTTEXT、BERT、ALBERT、ROBERTA、NEZHA、XLNET、ELECTRA、GPT-2等EMBEDDING嵌入; 支持FineTune、FastText、TextCNN、CharCNN、BiRNN、RCNN、DCNN、CRNN、DeepMoji、SelfAttention、HAN、Capsule等文本分类算法; 支持CRF、Bi-LSTM-CRF、CNN-LSTM、DGCNN、Bi-LSTM-LAN、Lattice-LSTM-Batch、MRC等序列标注算法。
bert embedding keras ner python3 relation-extraction sequence-labeling tensorflow text-classification
Last synced: 05 Apr 2025
https://github.com/zhongkaifu/RNNSharp
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.
c-sharp crf deep-learning dotnet lstm machine-learning nlp recurrent-neural-networks rnn rnn-model sequence-labeling
Last synced: 06 Aug 2025
https://github.com/zhongkaifu/rnnsharp
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.
c-sharp crf deep-learning dotnet lstm machine-learning nlp recurrent-neural-networks rnn rnn-model sequence-labeling
Last synced: 08 Apr 2025
https://github.com/applenob/rnn-for-joint-nlu
Tensorflow implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)
nlu seq2seq sequence-labeling slot-filling tensorflow
Last synced: 09 Apr 2025
https://github.com/26hzhang/neural_sequence_labeling
A TensorFlow implementation of Neural Sequence Labeling model, which is able to tackle sequence labeling tasks such as POS Tagging, Chunking, NER, Punctuation Restoration and etc.
chunking lstm-networks named-entity-recognition pos-tagger punctuation python3 sentence-boundary-detection sequence-labeling tensorflow
Last synced: 20 Aug 2025
https://github.com/jieyuz2/wrench
[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
benchmark-framework data-centric-ai data-programming dataset deep-learning machine-learning nlp robust-learning sequence-labeling weak-supervision weakly-supervised-learning
Last synced: 05 Apr 2025
https://github.com/JieyuZ2/wrench
[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
benchmark-framework data-centric-ai data-programming dataset deep-learning machine-learning nlp robust-learning sequence-labeling weak-supervision weakly-supervised-learning
Last synced: 13 Oct 2025
https://github.com/mogeng/iohmm
Input Output Hidden Markov Model (IOHMM) in Python
graphical-models hidden-markov-model linear-models machine-learning python scikit-learn semi-supervised-learning sequence-labeling sequence-to-sequence statsmodels supervised-learning time-series unsupervised-learning
Last synced: 11 Jun 2025
https://github.com/soujanyaporia/aspect-extraction
Aspect extraction from product reviews - window-CNN+maxpool+CRF, BiLSTM+CRF, MLP+CRF
aspect-based-sentiment-analysis aspect-extraction bilstm-crf cnn cnn-crf semeval2014 semeval2016 sentiment-analysis sequence-labeling tensorflow
Last synced: 12 May 2025
https://github.com/liyuanlucasliu/ld-net
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
contextualized-representation language-model model-compression named-entity-recognition ner pytorch sequence-labeling
Last synced: 15 Apr 2025
https://github.com/liyuanlucasliu/lightner
Inference with state-of-the-art models (pre-trained by LD-Net / AutoNER / VanillaNER / ...)
inference ner neural-network sequence-labeling
Last synced: 15 Apr 2025
https://github.com/ailln/nlp-roadmap
🗺️ 一个自然语言处理的学习路线图
natural-language-processing nlp roadmap sequence-labeling word-embedding word-segmentation
Last synced: 22 Jul 2025
https://github.com/aliosm/shakkelha
Neural Arabic text diacritization
arabic-language comparison dataset diacritization ffnn nlp rnn sequence-labeling
Last synced: 27 Jul 2025
https://github.com/aliosm/arabic-text-diacritization
Benchmark Arabic text diacritization dataset
arabic-language comparison dataset diacritization iccais nlp sequence-labeling
Last synced: 09 Sep 2025
https://github.com/luozhouyang/transformers-keras
Transformer-based models implemented in tensorflow 2.x(using keras).
albert bert masked-language-models ner question-answering sequence-classification sequence-labeling simcse tensorflow-keras text-classification token-classification
Last synced: 28 Oct 2025
https://github.com/macanv/mqnlp
自然语言处理相关实验实现 some experiment of natural language processing, Like text classification, named entity recognition, pos-tags, segment, key words extractor, auto summarize etc.
fasttext lstm ner pos-tagging segment sequence-labeling textclassification textcnn textrnn
Last synced: 29 Oct 2025
https://github.com/himkt/pyner
🌈 Implementation of Neural Network based Named Entity Recognizer (Lample+, 2016) using Chainer.
chainer deep-learning named-entity-recognition neural-networks sequence-labeling
Last synced: 03 Aug 2025
https://github.com/stevewyl/nlp_toolkit
Basic NLP Toolkits include text classification, sequence labeling etc.
keras nlp sequence-labeling text-classification
Last synced: 28 Apr 2025
https://github.com/brikerman/classic_chinese_punctuate
classic Chinese punctuate experiment with keras using daizhige(殆知阁古代文献藏书) dataset
chinese-nlp keras sequence-labeling
Last synced: 11 Aug 2025
https://github.com/liyuanlucasliu/arabicner
Arabic NER system with a strong performance
arabic-nlp contextualized-representation ensemble-learning ner pretrained-models sequence-labeling
Last synced: 11 Jul 2025
https://github.com/qznan/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）
beam-search chinese classification horovod match nlp sequence-labeling sequence-to-sequence tensorflow
Last synced: 10 Apr 2025
https://github.com/Qznan/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）
beam-search chinese classification horovod match nlp sequence-labeling sequence-to-sequence tensorflow
Last synced: 09 May 2025
https://github.com/luozhouyang/deepseg
Chinese word segmentation in tensorflow 2.x
albert-crf bert-bilstm-crf bert-crf bilstm-crf crf deepseg keras segmentation sequence-labeling tensorflow
Last synced: 25 Apr 2025
https://github.com/michiyasunaga/pos_adv
[NAACL 2018] Robust Sequence Labeling with Adversarial Training
adversarial-training robustness sequence-labeling
Last synced: 14 Apr 2025
https://github.com/aditeyabaral/maple
Implementation of the paper, MAPLE - MAsking words to generate blackout Poetry using sequence-to-sequence LEarning, ICNLSP 2021
blackout-poetry natural-language-processing sequence-labeling summarization token-classification transformers
Last synced: 16 Apr 2025
https://github.com/tech-sketch/seqal
Sequence labeling active learning framework based on Flair
active-learning annotation deep-learning flair python pytorch sequence-labeling
Last synced: 11 Oct 2025
https://github.com/juanmc2005/continualnlu
Companion repository for the paper "Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling"
bert continual-learning pytorch-lightning sequence-labeling transfer-learning
Last synced: 04 Aug 2025
https://github.com/hiyouga/bilstm-crf-pytorch-demo
A simple baseline model for Named Entity Recognition
named-entity-recognition natural-language-processing pytorch sequence-labeling
Last synced: 13 Jun 2025
https://github.com/tranbavinhson/sequence-labeling
Sequence Labeling implemented by BiLSTM using Tensorflow
bilstm deep-learning lstm lstm-model sequence-labeling tensorflow tensorflow-tutorials
Last synced: 01 Sep 2025
https://github.com/sunyancn/band
BAND：BERT Application aNd Deployment, A simple and efficient BERT model training and deployment framework.
bert named-entity-recognition question-answering reading-comprehension sequence-labeling text-classification transformer
Last synced: 03 May 2025
https://github.com/generall/sklearn-sknnsuite
Wrapper which provides scikit-learn-compatible implementation of SkNN sequence labeling algorithm
metrics sequence-labeling sklearn-compatible
Last synced: 09 Oct 2025
https://github.com/negrinho/beam_learn_supertagging
Code for "An Empirical Investigation of Beam-Aware Training in Supertagging" to appear in EMNLP Findings 2020
beam-search sequence-labeling structured-prediction supertagging
Last synced: 27 Mar 2025
https://github.com/erip/feiertag
An open-source neural sequence tagging toolkit.
hydra ner pos-tagging pytorch sequence-labeling
Last synced: 06 Apr 2025
https://github.com/mohsenim/sequence-labeling-fastai
Leveraging Language Models for Sequence Labeling Using fastai
fastai language-model neural-network sequence-labeling
Last synced: 31 Mar 2025
https://github.com/lgirrbach/sequence-labelling
LSTM model for sequence labelling. Includes option to expand input length by constant. Currently implements cross-entropy, crf, and ctc losses.
crf-lstm ctc ctc-crf sequence-labeling
Last synced: 12 Mar 2025
https://github.com/lgirrbach/tuereuth-legal-at-semeval-task-6
TüReuth Legal Code for SemEval 2023 Task 6: LegalAI.
legal-documents semeval semeval-2023 sequence-labeling
Last synced: 25 Dec 2025
https://github.com/yassin522/text-classification-and-sequence-labelling
Arabic Text Classification and Sequence Labeling
arabic-nlp cnn data-visualization dataanalysis datapreprocessing jupyter-notebook lstm python sequence-labeling text-classification
Last synced: 07 Apr 2025
https://github.com/musket-ml/musket_text
musket sequence-labeling text-classification
Last synced: 14 May 2025
https://github.com/bibymaths/grmap
A Snakemake pipeline for matching sequencing reads to a reference genome and annotating genomic features.
dna-sequences fasta pattern-matching perl regex sequence-labeling
Last synced: 14 Jul 2025
https://github.com/yasufumy/sequence-classifier
A PyTorch Library for Sequence Labeling Tasks such as Named-entity Recognition or Part-of-speech Tagging
bert deberta named-entity-recognition part-of-speech-tagging pytorch roberta sequence-labeling torch transformers
Last synced: 07 Apr 2025
https://github.com/jamnicki/bachelor_thesis_project
System for Training-based Expansion of Tools for Proper Name Mentions Recognition Based on Active Learning
active-learning active-learning-in-nlp annotation-tool argilla kpwr named-entity-recognition nlp optimization sampling-methods sequence-labeling sequential-data spacy
Last synced: 07 Apr 2025
https://github.com/gauravcodepro/expression-sequence-ml
a automated framework for the sequence to expression machine learning. it takes the fasta sequences, expression file from the expression analysis and then writes the pickle file
bioinformatics expression-language machine-learning machine-learning-algorithms sequence-labeling sklearn-classify sklearn-library
Last synced: 22 Feb 2025
https://github.com/yasufumy/sequence-label
A Tensor Creation and Label Reconstruction for Sequence Labeling
machine-learning named-entity-recognition natural-language-processing nlp sequence-labeling
Last synced: 07 Apr 2025
https://github.com/gauravcodepro/plant-resistance-gene-fetcher
a custom function to fetch the dna and the protein sequence from the plant resistance gene database and get the corresponding dna_sequence and the protein_sequence.
bioinformatics disease-detection diseaseresistance plantgenomics plantresistance sequence-analysis sequence-labeling
Last synced: 22 Feb 2025