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#

text-classification

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HanLP

hankcs / HanLP

Star 36.5k

中文分词 词性标注 命名实体识别 依存句法分析 成分句法分析 语义依存分析 语义角色标注 指代消解 风格转换 语义相似度 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁转换 自然语言处理

nlp natural-language-processing text-classification hanlp named-entity-recognition dependency-parser pos-tagging semantic-parsing
  • Updated Nov 7, 2026
  • Python

explosion / spaCy

Star 34k

💫 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
  • Updated Oct 27, 2026
  • Python

brightmart / nlp_chinese_corpus

Star 9.9k

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
  • Updated Feb 6, 2026

brightmart / text_classification

Star 7.9k

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
  • Updated Sep 28, 2023
  • Python

microsoft / nlp-recipes

Star 6.4k

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
  • Updated Aug 30, 2022
  • Python

CLUEbenchmark / CLUEDatasetSearch

Star 4.5k

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
  • Updated Nov 21, 2022
  • Python

gaussic / text-classification-cnn-rnn

Star 4.3k

CNN-RNN中文文本分类,基于TensorFlow

text-classification tensorflow cnn classification rnn chinese tensorboard
  • Updated Mar 31, 2024
  • Python
simpletransformers

ThilinaRajapakse / simpletransformers

Star 4.3k

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
  • Updated May 31, 2026
  • Python
spark-nlp

JohnSnowLabs / spark-nlp

Star 4.2k

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
  • Updated Nov 11, 2026
  • Scala

snipsco / snips-nlu

Star 4k

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
  • Updated May 22, 2023
  • Python

embeddings-benchmark / mteb

Star 3.5k

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

benchmark information-retrieval retrieval text-classification clustering evaluation embeddings sts semantic-search reranking text-embedding multimodal neural-search sentence-transformers sbert multilingual-nlp low-resource-nlp bitext-mining mteb
  • Updated Nov 12, 2026
  • Python

catalyst-team / catalyst

Star 3.4k

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
  • Updated Jul 8, 2026
  • Python

FudanNLP / fastNLP

Star 3.1k

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
  • Updated Jun 5, 2023
  • Python

x4nth055 / pythoncode-tutorials

Star 3k

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
  • Updated Sep 30, 2026
  • Jupyter Notebook

HarderThenHarder / transformers_tasks

Star 2.4k

⭐️ 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
  • Updated Sep 29, 2023
  • Jupyter Notebook

BrikerMan / Kashgari

Star 2.4k

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
  • Updated Sep 3, 2024
  • Python
EasyNLP

alibaba / EasyNLP

Star 2.2k

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
  • Updated Nov 27, 2024
  • Python

xlang-ai / instructor-embedding

Star 2k

[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
  • Updated Jan 15, 2025
  • Python

kk7nc / Text_Classification

Star 1.8k

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
  • Updated Apr 1, 2025
  • Python

yongzhuo / Keras-TextClassification

Star 1.8k

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
  • Updated Jun 17, 2024
  • Python

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