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awesome-embedding-models

A curated list of awesome embedding models tutorials, projects and communities.

1.9k stars249 forks42 entriesLast push Apr 7, 2019 (7 years ago)License MIT

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

Papers >Phrase, Sentence and Document Embeddings

Skip-Thought Vectors

A Simple but Tough-to-Beat Baseline for Sentence Embeddings

An efficient framework for learning sentence representations

Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning

Universal Sentence Encoder

Distributed Representations of Sentences and Documents

Papers >Sense Embeddings

SENSEMBED: Learning Sense Embeddings for Word and Relational Similarity

Multi-Prototype Vector-Space Models of Word Meaning

Papers >Neural Language Models

Recurrent neural network based language model

A Neural Probabilistic Language Model

Linguistic Regularities in Continuous Space Word Representations

Researchers

Tomas Mikolov

Yoshua Bengio

Yoav Goldberg

Omer Levy

Kai Chen

Courses and Lectures

CS224d: Deep Learning for Natural Language Processing

Deep Learning for Natural Language Processing Stanford University; Natural language processing (NLP) is one of the most important technologies of the information age. Understanding complex language utterances is also a crucial part of artificial intelligence. Applications of NLP are everywhere…

In 3 lists

Udacity Deep Learning

Good intermediate to advanced-level course covering high-level deep learning concepts, I found it helps to get creative once the basics are acquired.

In 2 lists

Datasets >Training

Wikipedia

WestburyLab.wikicorp.201004

Datasets >Evaluation

SemEval-2012 Task 2

WordSimilarity-353

WestburyLab.wikicorp.201004

Stanford Rare Word (RW) Similarity Dataset

Datasets >Pre-Trained Language Models

ELMo by AllenNLP

ELMo by TensorFlow Hub

BioSentVec: sent2vec pretrained vector for biomedical text

Datasets >Pre-Trained Word Vectors

chakin

Word2vec pretrained vector(English Only)

In 2 lists

Word2vec pretrained vectors for 30+ languages

In 2 lists

FastText pretrained vectors for 157 languages

FastText pretrained vector for Japanese with NEologd

word vectors trained by GloVe

Dependency-Based Word Embeddings

Meta-Embeddings

Lex-Vec

Stanford Rare Word (RW) Similarity Dataset

BPEmb: subword embeddings for 275 languages

Wikipedia2Vec: pretrained word and entity embeddings for 12 languages

word2vec-slim

BioSentVec: sent2vec pretrained vector for biomedical text

Implementations and Tools >Word2vec

Word2vec pretrained vector(English Only)

In 2 lists

gensim

TensorFlow

Implementations and Tools >GloVe

Original

Software in C and data files for the popular GloVe model for distributed word representations, a.k.a. word vectors or embeddings

In 2 lists

GloVe as an optimized TensorFlow GPU Layer using chakin

See category
94

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