SimCSE Alternatives
Similar projects and alternatives to SimCSE based on common topics and language
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PromCSE
Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)"
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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
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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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AnnA_Anki_neuronal_Appendix
Using machine learning on your anki collection to enhance the scheduling via semantic clustering and semantic similarity
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DiffCSE
Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"
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txtai
💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
SimCSE reviews and mentions
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BERT-Based Clustering on a Corpus of Genre Samples Kinda Sucks. Why?
Base BERT sentence embeddings are just not good for a couple of reasons and there's some research papers that show this. You can try SimCSE, Google's USE or SBERT as mentioned previously and you'll get better output. It's just an inherent flaw to base BERT that it can't produce good sentence embeddings. Papers have shown you probably will get better scores using GloVe embeddings from scratch than base BERT.
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State of the Art in Sentence Embeddings
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.
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princeton-nlp/SimCSE is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of SimCSE is Python.
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