PromCSE

Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)" (by YJiangcm)
Add to my DEV experience Prompt contrastive-learning sentence-embeddings energy-based-learning Pytorch
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arxiv.org
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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.
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PromCSE Alternatives

Similar projects and alternatives to PromCSE based on common topics and language

  • SimCSE

    2 PromCSE VS SimCSE

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

  • nlu

    25 PromCSE VS 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.

  • 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.

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  • DiffCSE

    3 PromCSE VS DiffCSE

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

  • BERTopic

    22 PromCSE VS BERTopic

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

  • inltk

    1 PromCSE VS 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

  • simple-simcse

    1 PromCSE VS simple-simcse

    A simple implementation of SimCSE

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better PromCSE alternative or higher similarity.
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PromCSE reviews and mentions

Posts with mentions or reviews of PromCSE. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-05-03.
  • State of the Art in Sentence Embeddings
    2 projects | /r/LanguageTechnology | 3 May 2022
    To answer your question about sentence embedding SOTA, it is not s-Bert and hasn't been for a while. SimCSE officially takes the crown since it's been presented at a conference, though according to paperswithcode's benchmark leaderboard there are other papers on arxiv that report higher performance on STS and similar tasks such as DCPCSE. Having tried both of these for my use case I found SimCSE to be better but YMMV.

Stats

Basic PromCSE repo stats
1
131
5.9
5 months ago

The primary programming language of PromCSE is Python.

Popular Comparisons

  1. PromCSE VS nlu
  2. PromCSE VS DiffCSE
  3. PromCSE VS SimCSE
  4. PromCSE VS BERTopic

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