Python sentence-embeddings

Open-source Python projects categorized as sentence-embeddings
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Topics: NLP Bert Transformers Pytorch Machine Learning
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Top 12 Python sentence-embedding Projects

  • txtai

    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

    • Project mention: Show HN: FileKitty – Combine and label text files for LLM prompt contexts | news.ycombinator.com | 2024-05-01

  • BERTopic

    Leveraging BERT and c-TF-IDF to create easily interpretable topics.

    • Project mention: how can a top2vec output be improved | /r/learnmachinelearning | 2023-07-04

    Try experimenting with different hyperparameters, clustering algorithms and embedding representations. Try https://github.com/MaartenGr/BERTopic/tree/master/bertopic

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  • SimCSE

    [EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

  • nlu

    1 line for thousands of State of The Art NLP models in hundreds of languages The fastest and most accurate way to solve text problems.

  • inltk

    Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need

  • vectordb

    A Python vector database you just need - no more, no less. (by jina-ai)

    • Project mention: A Python Vector Database | news.ycombinator.com | 2023-08-13

  • AnglE

    Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard (by SeanLee97)

    • Project mention: FLaNK Stack Weekly 22 January 2024 | dev.to | 2024-01-22

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  • DiffCSE

    Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

  • PromCSE

    Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)"

  • simple-simcse

    A simple implementation of SimCSE

  • AnnA_Anki_neuronal_Appendix

    Using machine learning on your anki collection to enhance the scheduling via semantic clustering and semantic similarity

  • smaller-labse

    Applying "Load What You Need: Smaller Versions of Multilingual BERT" to LaBSE

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python sentence-embeddings related posts

Index

What are some of the best open-source sentence-embedding projects in Python? This list will help you:

Project Stars
1 txtai 7,158
2 BERTopic 5,659
3 SimCSE 3,278
4 nlu 823
5 inltk 812
6 vectordb 479
7 AnglE 370
8 DiffCSE 286
9 PromCSE 131
10 simple-simcse 64
11 AnnA_Anki_neuronal_Appendix 57
12 smaller-labse 17

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