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Embeddings AND GitHub project

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24 Documents

huggingface/setfit: Efficient few-shot learning with Sentence Transformers

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2022-10-12 A propos

ddangelov/Top2Vec: Top2Vec learns jointly embedded topic, document and word vectors.

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> Top2Vec is an algorithm for topic modeling and semantic search. It automatically detects topics present in text and generates jointly embedded topic, document and word vectors.
>
> "Update: Pre-trained Universal Sentence Encoders and BERT Sentence Transformer now available for embedding."

> **The assumption the algorithm makes is that many semantically similar documents are indicative of an underlying topic**. The first step is to create a joint embedding of document and word vectors. Once documents and words are embedded in a vector space the goal of the algorithm is to find dense clusters of documents, then identify which words attracted those documents together. Each dense area is a topic and the words that attracted the documents to the dense area are the topic words.

> Once you train the Top2Vec model you can:
> - ...
> - Get **hierarchical topics**.
> - Search topics by keywords.
> - Search documents by topic, by keywords.
> - Find similar words, similar documents.

Refered by [BERTopic](doc:2022/03/maartengr_bertopic_leveraging_)

2022-03-10 A propos

Unsupervised_Extractive_Summarization - a Hugging Face Space by Hellisotherpeople

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2021-12-03 A propos

Sahajtomar/french_semantic · Hugging Face

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2021-10-14 A propos

GitHub - explosion/sense2vec: Contextually-keyed word vectors

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2020-12-31 A propos

raphaelsty/ckb: Contextual knowledge bases

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2020-11-09 A propos

UKPLab/sentence-transformers: Sentence Embeddings with BERT & XLNet

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2020-07-14 A propos

How to use BERT for finding similar sentences or similar news? · Issue #876 · huggingface/transformers

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2020-07-12 A propos

awslabs/dgl-ke: package for learning large-scale knowledge graph embeddings.

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2020-07-07 A propos

A knowledge graph embedding library for reproducible research

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2020-05-04 A propos

[1908.10084] Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

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2019-08-28 A propos

rakuten-nlp/category2vec (2015)

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2019-08-05 A propos

PyTorch-BigGraph: Faster embeddings of large graphs - Facebook Code

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2019-05-12 A propos

thunlp/OpenKE: An Open-Source Package for Knowledge Embedding (KE)

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2019-04-23 A propos

Accenture/AmpliGraph: Python library for Representation Learning on Knowledge Graphs

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2019-03-25 A propos

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2019-02-09 A propos

iliaschalkidis/ELMo-keras: Re-implementation of ELMo on Keras

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2018-11-14 A propos

zalandoresearch/flair: A very simple framework for state-of-the-art NLP

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2018-08-24 A propos

D2KLab/entity2rec: entity2rec generates item recommendation from knowledge graphs

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2018-06-04 A propos

GitHub - anvaka/word2vec-graph: Exploring word2vec embeddings as a graph of nearest neighbors

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2018-03-12 A propos

Calculates Word Mover's Distance Insanely Fast

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2017-11-12 A propos

facebookresearch/fastText: Library for fast text representation and classification.

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2017-06-28 A propos

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2017-06-09 A propos

datquocnguyen/LFTM: Improving Topic Models with Latent Feature Word Representations (GitHub)

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2017-05-22 A propos