Topics / #text-classification

Text-classification projects on GitHub

Categorizing text into labels with NLP models.

As of , the most-starred Text-classification projects on GitHub are funNLP (83K stars), HanLP (36.5K stars) and spaCy (34K stars). GitHub.Locker tracks 12 Text-classification repositories with 288.7K stars combined. The fastest-growing on October 17 was laya, with +100 stars in a day.

12Projects
288.7KStars in total
+170Stars in a day
Browse in the catalog →github.com/topics/text-classification ↗

Hot right now

Most stars gained in a day · Oct 17

+100

laya

NandhaKishorM/laya · ★ 33.2K

Laya is a non-autoregressive decision engine: instead of generating text, it answers typed questions — multiple choice, a numeric score, or yes/no — about any text in a single forward pass, across 100+ languages. A built-in router detects the language and picks the right checkpoint per request.

+33

Hands-On-Large-Language-Models

HandsOnLLM/Hands-On-Large-Language-Models · ★ 29.7K

The official code repo for the O'Reilly book 'Hands-On Large Language Models', known as the Illustrated LLM Book. It contains a Jupyter notebook for each of the book's 12 chapters.

+22

funNLP

fighting41love/funNLP · ★ 83K

A huge curated collection of Chinese NLP resources: corpora, lexicons, tools, datasets and courses. The README calls it 'The Most Powerful NLP-Weapon Arsenal' — nearly the most complete Chinese NLP resource library.

+9

jev

feder-cr/jev · ★ 1.4K

jevos-1b is a free, open-source yes/no decision engine that runs locally on your laptop's CPU, returning the probability that the answer is 'yes' for a given text plus question in about 50-220 ms, as a self-hosted alternative to the cloud-based Jev service.

The all-time top

12 projects · by stars

  1. #1 · fighting41love/funNLP

    funNLP

    A huge curated collection of Chinese NLP resources: corpora, lexicons, tools, datasets and courses. The README calls it 'The Most Powerful NLP-Weapon Arsenal' — nearly the most complete Chinese NLP resource library.

    83K
  2. #2 · hankcs/HanLP

    HanLP

    HanLP is a production-oriented, multilingual NLP toolkit built on dual PyTorch/TensorFlow 2.x engines, supporting 130 languages with ten joint tasks such as tokenization, POS tagging, NER, dependency and constituency parsing, semantic role labeling, and text classification.

    36.5K
  3. #3 · explosion/spaCy

    spaCy

    spaCy is a library for advanced Natural Language Processing in Python and Cython, designed from day one for real products. It ships pretrained pipelines and supports tokenization and training for 70+ languages.

    34K
  1. 4

    laya

    33.2KNandhaKishorM/laya · Python

    Laya is a non-autoregressive decision engine: instead of generating text, it answers typed questions — multiple choice, a numeric score, or yes/no — about any text in a single forward pass, across 100+ languages. A built-in router detects the language and picks the right checkpoint per request.

  2. 5

    Hands-On-Large-Language-Models

    29.7KHandsOnLLM/Hands-On-Large-Language-Models · Jupyter Notebook

    The official code repo for the O'Reilly book 'Hands-On Large Language Models', known as the Illustrated LLM Book. It contains a Jupyter notebook for each of the book's 12 chapters.

  3. 6

    fastText

    26.5Kfacebookresearch/fastText · HTML

    fastText is a library from Facebook Research for efficiently learning word vector representations and training text classifiers, such as for sentiment analysis.

  4. 7

    lectures

    15.9Koxford-cs-deepnlp-2017/lectures

    The lecture slides and course description for the Deep Natural Language Processing course offered in Hilary Term 2017 at the University of Oxford: an advanced, applied NLP course organised by Phil Blunsom and delivered in partnership with the DeepMind Natural Language Research Group.

  5. 8

    flair

    14.4KflairNLP/flair · Python

    Flair is a very simple framework for state-of-the-art natural language processing: a Python library for applying pre-trained NLP models to your text, developed by Humboldt University of Berlin and friends. The current release is version 0.15.1.

  6. 9

    lime

    12.2Kmarcotcr/lime · JavaScript

    LIME (Local Interpretable Model-agnostic Explanations) is a Python package that explains individual predictions of any machine learning classifier, whether it works on text, tabular data, or images.

  7. 10

    jev

    1.4Kfeder-cr/jev · C++

    jevos-1b is a free, open-source yes/no decision engine that runs locally on your laptop's CPU, returning the probability that the answer is 'yes' for a given text plus question in about 50-220 ms, as a self-hosted alternative to the cloud-based Jev service.

  8. 11

    jevlike

    1.4Kvinnylarouge/jevlike · Python

    A small research model that reads a piece of text plus a list of options and returns a probability for each option in one pass, instead of writing an answer token by token.

  9. 12

    GLiClass

    563Knowledgator/GLiClass · Python

    GLiClass is an efficient zero-shot model for sequence classification, inspired by GLiNER: give it a text and a list of candidate labels, and it classifies the text with accuracy comparable to cross-encoders.

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