text-classification

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hankcs /HanLP

Star35.7k

Natural Language Processing for the next decade. Tokenization, Part-of-Speech Tagging, Named Entity Recognition, Syntactic & Semantic Dependency Parsing, Document Classification

nlp natural-language-processing text-classification hanlp named-entity-recognition dependency-parser pos-tagging semantic-parsing

UpdatedSep 11, 2025
Python

explosion /spaCy

Star32.6k

💫 Industrial-strength Natural Language Processing (NLP) in Python

python nlp data-science machine-learning natural-language-processing ai deep-learning neural-network text-classification cython artificial-intelligence spacy named-entity-recognition neural-networks nlp-library tokenization entity-linking

UpdatedMay 28, 2025
Python

brightmart /nlp_chinese_corpus

Star9.8k

大规模中文自然语言处理语料 Large Scale Chinese Corpus for NLP

nlp news wiki text-classification word2vec corpus dataset question-answering chinese chinese-nlp language-model bert chinese-corpus pretrain chinese-dataset

UpdatedSep 8, 2025

brightmart /text_classification

Star7.9k

all kinds of text classification models and more with deep learning

nlp text-classification tensorflow classification convolutional-neural-networks sentence-classification fasttext attention-mechanism multi-label memory-networks multi-class textcnn textrnn

UpdatedSep 28, 2023
Python

microsoft /nlp-recipes

Star6.4k

Natural Language Processing Best Practices & Examples

nlp machine-learning natural-language-processing deep-learning text-classification text best-practices natural-language nlu pretrained-models natural-language-inference natural-language-understanding sota transfomer nli azure-ml mlflow

UpdatedAug 30, 2022
Python

CLUEbenchmark /CLUEDatasetSearch

Star4.4k

搜索所有中文NLP数据集，附常用英文NLP数据集

nlp qa sentiment-analysis text-classification match machine-translation text-similarity corpus knowledge-graph chinese text-summarization datasets ner machine-reading-comprehension

UpdatedNov 21, 2022
Python

gaussic /text-classification-cnn-rnn

Star4.3k

CNN-RNN中文文本分类，基于TensorFlow

text-classification tensorflow cnn classification rnn chinese tensorboard

UpdatedMar 31, 2024
Python

ThilinaRajapakse /simpletransformers

Star4.2k

Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI

text-classification transformers named-entity-recognition question-answering information-retrival conversational-ai

UpdatedAug 25, 2025
Python

JohnSnowLabs /spark-nlp

Star4.1k

State of the Art Natural Language Processing

nlp natural-language-processing spark sentiment-analysis text-classification tensorflow machine-translation transformers language-detection pyspark named-entity-recognition question-answering lemmatizer spell-checker bert part-of-speech-tagger entity-extraction onnx llm llamacpp

UpdatedOct 7, 2025
Scala

snipsco /snips-nlu

Star3.9k

Snips Python library to extract meaning from text

python nlp bot machine-learning text-classification chatbot nlu ml information-extraction named-entity-recognition machine-learning-library ner snips slot-filling intent-classification intent-parser

UpdatedMay 22, 2023
Python

catalyst-team /catalyst

Star3.4k

Accelerated deep learning R&D

python infrastructure machine-learning natural-language-processing information-retrieval research reinforcement-learning computer-vision deep-learning text-classification distributed-computing image-processing pytorch image-classification metric-learning recommender-system object-detection image-segmentation reproducibility text-segmentation

UpdatedJun 27, 2025
Python

fastnlp /fastNLP

Star3.1k

fastNLP: A Modularized and Extensible NLP Framework. Currently still in incubation.

natural-language-processing deep-learning text-classification chinese-nlp text-processing nlp-parsing nlp-library

UpdatedJun 5, 2023
Python

x4nth055 /pythoncode-tutorials

Star2.9k

The Python Code Tutorials

python python-tutorials machine-learning natural-language-processing computer-vision text-classification tutorials python3 web-scraping face-detection scapy network-analysis network-programming programming-tutorial ethical-hacking network-security socket-programming scapy-tutorials

UpdatedOct 6, 2025
Jupyter Notebook

embeddings-benchmark /mteb

Star2.9k

MTEB: Massive Text Embedding Benchmark

benchmark information-retrieval retrieval text-classification clustering sts semantic-search reranking text-embedding sgpt neural-search sentence-transformers sbert multilingual-nlp bitext-mining mteb

UpdatedOct 7, 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

HarderThenHarder /transformers_tasks

Star2.4k

⭐️ NLP Algorithms with transformers lib. Supporting Text-Classification, Text-Generation, Information-Extraction, Text-Matching, RLHF, SFT etc.

nlp reinforcement-learning text-classification transformers text-generation information-extraction text-matching

UpdatedSep 29, 2023
Jupyter Notebook

alibaba /EasyNLP

Star2.2k

EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

nlp machine-learning deep-learning text-classification transformers pytorch transfer-learning pretrained-models knowledge-distillation bert text-to-image-synthesis fewshot-learning text-image-retrieval knowledge-pretraining

UpdatedNov 27, 2024
Python

xlang-ai /instructor-embedding

Star2k

[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

information-retrieval text-classification embeddings language-model text-embedding text-clustering text-semantic-similarity text-evaluation prompt-retrieval text-reranking

UpdatedJan 15, 2025
Python

kk7nc /Text_Classification

Star1.8k

Text Classification Algorithms: A Survey

deep-learning random-forest text-classification recurrent-neural-networks naive-bayes-classifier dimensionality-reduction logistic-regression document-classification convolutional-neural-networks text-processing decision-trees boosting-algorithms support-vector-machines hierarchical-attention-networks nlp-machine-learning conditional-random-fields k-nearest-neighbours deep-belief-network rocchio-algorithm deep-neural-network

UpdatedApr 1, 2025
Python

yongzhuo /Keras-TextClassification

Star1.8k

中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastText，TextCNN，CharCNN，TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN

nlp text-classification keras embeddings transformer fasttext albert bert capsule han rcnn dcnn textcnn crnn dpcnn vdcnn charcnn xlnet keras-textclassification leam

UpdatedJun 17, 2024
Python

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