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Top 11 sentence-embeddings open source projects

Awesome Sentence Embedding

A curated list of pretrained sentence and word embedding models

✭ 1,973

python awesome awesome-list nlp unsupervised-learning language-model pretrained-models word-embeddings natural-language embedding-models bert cross-lingual wordembedding sentence-embeddings pretrained-embedding sentence-representations contextualized-representation pretrained-language-model subword-models

How to encode sentences in a high-dimensional vector space, a.k.a., sentence embedding.

✭ 99

python shell nlp machine-learning natural-language-processing ai word2vec artificial-intelligence nlp-machine-learning sentence-embeddings sent2vec encode-sentences

awesome-semantic-search

A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.

✭ 161

nlp information-retrieval awesome ranking awesome-list semantic-similarity semantic-search information-retrival sentence-embeddings

Mining Discourse Markers for Unsupervised Sentence Representation Learning

✭ 48

Jupyter Notebook shell natural-language-processing deep-learning dataset discourse-analysis discourse-parsing pdtb unsupervised-learning natural-language-inference large-dataset natural-language-understanding sentence-embeddings infersent discourse-markers discourse-connectives

muse-as-service

REST API for sentence tokenization and embedding using Multilingual Universal Sentence Encoder.

✭ 45

python Dockerfile nlp api docker flask machine-learning web-server deep-learning service tensorflow text rest-api gunicorn embeddings hacktoberfest bert sentence-embeddings universal-sentence-encoder

🍊 PAUSE (Positive and Annealed Unlabeled Sentence Embedding), accepted by EMNLP'2021 🌴

✭ 19

python shell sed nlp classification-algorithm similarity-search document-embedding sentence-embeddings positive-unlabeled-learning motherbrain

AnnA Anki neuronal Appendix

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

✭ 39

python nlp ai flashcards clustering scheduler pca machinelearning kmeans anki embedding doc2vec bert umap latent sentence-embeddings neighbourhood sbert sementics

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

✭ 2,563

python shell nlp sentence-embeddings

event-embedding-multitask

*SEM 2018: Learning Distributed Event Representations with a Multi-Task Approach

✭ 22

python semantics linguistics embeddings embedding multi-task psycholinguistics semantic-role-labeling sentence-similarity sentence-embeddings multitask multitask-learning event-embeddings thematic-fit

Simple-Sentence-Similarity

Exploring the simple sentence similarity measurements using word embeddings

✭ 99

python word2vec word-embeddings ipynb glove fasttext wmd sentence-similarity sentence-embeddings elmo

中文无监督SimCSE Pytorch实现

✭ 113

python nlp pytorch chinese sentence-embeddings

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