sentence-embeddings

Open-source projects categorized as sentence-embeddings

Top 16 sentence-embedding Open-Source Projects

  • txtai

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

    Project mention: Build knowledge graphs with LLM-driven entity extraction | dev.to | 2024-02-21

    txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.

  • 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

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  • SimCSE

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

  • 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

  • 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.

  • Fast_Sentence_Embeddings

    Compute Sentence Embeddings Fast!

    Project mention: You probably shouldn't use OpenAI's embeddings | news.ycombinator.com | 2023-03-30

    You can find some comparisons and evaluation datasets/tasks here: https://www.sbert.net/docs/pretrained_models.html

    Generally MiniLM is a good baseline. For faster models you want this library:

    https://github.com/oborchers/Fast_Sentence_Embeddings

    For higher quality ones, just take the bigger/slower models in the SentenceTransformers library

  • 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
  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • AnglE

    Angle-optimized Text Embeddings | 🔥 SOTA on STS and MTEB Leaderboard (by SeanLee97)

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

  • energetic-ai

    EnergeticAI is TensorFlow.js, optimized for serverless environments, with fast cold-start, small module size, and pre-trained models.

    Project mention: EnergeticAI - TensorFlow.js, optimized for serverless Node.js environments | /r/aipromptprogramming | 2023-06-14
  • smaller-labse

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

  • theGoodWord

    Find words based on their approximate definition. Wiktionary & Sentence embeddings

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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). The latest post mention was on 2024-02-21.

sentence-embeddings related posts

Index

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

Project Stars
1 txtai 6,725
2 BERTopic 5,442
3 SimCSE 3,207
4 inltk 809
5 nlu 801
6 Fast_Sentence_Embeddings 603
7 vectordb 448
8 AnglE 323
9 awesome-semantic-search 318
10 DiffCSE 279
11 PromCSE 127
12 simple-simcse 57
13 AnnA_Anki_neuronal_Appendix 55
14 energetic-ai 31
15 smaller-labse 17
16 theGoodWord 2
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
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