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README.md

Awesome

awesome-2vec

Curated list of 2vec-type embedding models

If you know of 2vec-style models that are not mentioned here, please do a PR!

For network/graph-specific embedding models have a look here: https://github.com/chihming/awesome-network-embedding

The list

word2vec

Paper: https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf

Java: http://deeplearning4j.org/word2vec

C++: https://github.com/jdeng/word2vec

Python:


ASNE

Paper: https://arxiv.org/abs/2006.04941

Python: https://github.com/jisungyoon/persona2vec


MUSAE

Paper: https://arxiv.org/abs/1909.13021

Python: https://github.com/benedekrozemberczki/MUSAE

Python: https://github.com/benedekrozemberczki/karateclub


SINE

Paper: https://arxiv.org/abs/1810.06768

Python: https://github.com/benedekrozemberczki/SINE

Python: https://github.com/benedekrozemberczki/karateclub


GL2Vec

Paper: https://link.springer.com/chapter/10.1007/978-3-030-36718-3_1

Python: https://github.com/benedekrozemberczki/karateclub


Walklets

Paper: https://arxiv.org/abs/1605.02115

Python: https://github.com/benedekrozemberczki/walklets

Python: https://github.com/benedekrozemberczki/karateclub


Splitter

Paper: http://epasto.org/papers/www2019splitter.pdf

Python: https://github.com/benedekrozemberczki/Splitter


AttentionWalk

Paper: http://papers.nips.cc/paper/8131-watch-your-step-learning-node-embeddings-via-graph-attention

Python: https://github.com/benedekrozemberczki/AttentionWalk


role2vec

Paper: https://arxiv.org/abs/1802.02896

Python: https://github.com/benedekrozemberczki/role2vec

Python: https://github.com/benedekrozemberczki/karateclub


ASNE

Paper: https://arxiv.org/abs/1705.04969

Python: https://github.com/benedekrozemberczki/ASNE


diff2vec

Paper: https://arxiv.org/abs/2001.07463

Python: https://github.com/benedekrozemberczki/diff2vec

Python: https://github.com/benedekrozemberczki/karateclub


GEMSEC

Paper: https://arxiv.org/abs/1802.03997

Python: https://github.com/benedekrozemberczki/GEMSEC


doc2vec

Paper: https://cs.stanford.edu/~quocle/paragraph_vector.pdf

Python: https://radimrehurek.com/gensim/models/doc2vec.html


graph2vec

Paper: https://arxiv.org/abs/1707.05005

Python: https://github.com/benedekrozemberczki/graph2vec

Python: https://github.com/benedekrozemberczki/karateclub


tweet2vec

Paper: https://arxiv.org/abs/1605.03481

Python: https://github.com/bdhingra/tweet2vec


batter-pitcher-2vec

Python: https://github.com/airalcorn2/batter-pitcher-2vec


Soccer Team Vectors Paper: https://arxiv.org/abs/1908.00698


illustration-2vec

Python: https://github.com/rezoo/illustration2vec


lda2vec

Paper: https://arxiv.org/pdf/1605.02019v1.pdf

Slideshare: http://www.slideshare.net/ChristopherMoody3/word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec-57135994

Python: https://github.com/cemoody/lda2vec


sentence2vec

Python: https://github.com/klb3713/sentence2vec


wiki2vec

Java/Scala: https://github.com/idio/wiki2vec


topicvec

Paper: http://bigml.cs.tsinghua.edu.cn/~jun/topic-embedding.pdf

Python: https://github.com/askerlee/topicvec


entity2vec

Python: https://github.com/ot/entity2vec

Paper: http://www.di.unipi.it/~ottavian/files/wsdm15_fel.pdf


str2vec

Python: https://github.com/pengli09/str2vec


node2vec

Paper: https://arxiv.org/abs/1607.00653

Page: https://snap.stanford.edu/node2vec/

Python: https://github.com/aditya-grover/node2vec


item2vec

Paper: https://arxiv.org/abs/1603.04259


author2vec

Paper: https://www.microsoft.com/en-us/research/publication/author2vec-learning-author-representations-by-combining-content-and-link-information/


playlist-to-vec

Python: https://github.com/mattdennewitz/playlist-to-vec


sense2vec

Paper: https://arxiv.org/abs/1511.06388


med2vec

Paper: https://arxiv.org/abs/1602.05568

Python: https://github.com/mp2893/med2vec


SCODE Word Embeddings using Substitute Words

Python: https://github.com/ai-ku/wvec


game2vec

Python: https://github.com/warchildmd/game2vec


paper2vec

Paper: https://arxiv.org/pdf/1703.06587.pdf


struc2vec

Paper: https://arxiv.org/pdf/1704.03165.pdf


emoji2vec

Paper: https://arxiv.org/pdf/1609.08359.pdf

Code: https://github.com/uclmr/emoji2vec


image2vec

Paper: https://arxiv.org/pdf/1507.08818.pdf


phrase2vec

Paper: https://arxiv.org/pdf/1406.1078.pdf

context2vec

Paper: http://aclanthology.info/papers/K16-1006/context2vec-learning-generic-context-embedding-with-bidirectional-lstm

Code: https://github.com/orenmel/context2vec


ngram2vec

Paper: http://www.aclweb.org/anthology/D17-1023

Code: https://github.com/zhezhaoa/ngram2vec


app2vec

Paper: http://paul.rutgers.edu/~qma/research/ma_app2vec.pdf


movie2vec

Code: https://github.com/lujiaying/MovieTaster-Open


pin2vec

Paper: https://arxiv.org/pdf/1702.07969


wordnet2vec

Paper: https://arxiv.org/abs/1606.03335


metapath2vec

Paper: https://ericdongyx.github.io/papers/KDD17-dong-chawla-swami-metapath2vec.pdf

Page: https://ericdongyx.github.io/metapath2vec/m2v.html


rdf2vec

Paper: https://ub-madoc.bib.uni-mannheim.de/41307/1/Ristoski_RDF2Vec.pdf

Java + Python: http://data.dws.informatik.uni-mannheim.de/rdf2vec/

Python: https://github.com/IBCNServices/pyRDF2Vec


voice-vector

Code: https://github.com/andabi/voice-vector


mol2vec

Code: https://github.com/samoturk/mol2vec

Paper (paywalled): https://pubs.acs.org/doi/pdf/10.1021/acs.jcim.7b00616


Wikipedia2Vec

Page: https://wikipedia2vec.github.io/

Code: https://github.com/wikipedia2vec/wikipedia2vec

Paper: http://www.aclweb.org/anthology/K16-1025


Role2Vec

Code: https://github.com/benedekrozemberczki/role2vec

Paper: https://arxiv.org/pdf/1802.02896.pdf


Vis2Vec

Code: https://github.com/satwikkottur/VisualWord2Vec

Paper : https://arxiv.org/pdf/1511.07067.pdf


gl2vec

Paper : https://arxiv.org/pdf/1812.05473.pdf


StarSpace: Embed All The Things!

Code: https://github.com/facebookresearch/StarSpace
Paper : https://arxiv.org/pdf/1709.03856.pdf


Packet2Vec

Paper : https://arxiv.org/pdf/2004.14477.pdf


FCA2Vec

Paper : https://arxiv.org/pdf/1911.11496.pdf


word2ket

Paper : https://arxiv.org/pdf/1911.04975.pdf

Code: https://github.com/panaali/word2ket


Feature2Vec

Paper : https://arxiv.org/pdf/1908.11439.pdf

Code: https://github.com/stevend94/Feature2Vec


Snomed2Vec

Paper : https://arxiv.org/pdf/1907.08650

Code: https://gitlab.com/agarwal.khushbu/Snomed2Vec/-/tree/master


Action2Vec

Paper : https://arxiv.org/pdf/1901.00484.pdf


Act2Vec

Paper : https://arxiv.org/pdf/1902.01119.pdf

Code: https://github.com/guytenn/Act2Vec


IoT2Vec

Paper : https://arxiv.org/pdf/1805.07907


OPA2Vec

Paper : https://arxiv.org/pdf/1804.10922

Code: https://github.com/bio-ontology-research-group/opa2vec


Speech2Vec

Paper : https://arxiv.org/pdf/1803.08976

Code: https://github.com/iamyuanchung/speech2vec-pretrained-vectors


Skill2vec

Paper : https://arxiv.org/pdf/1707.09751.pdf

Code: https://github.com/rvoak/skill2vec


DocTag2Vec

Paper : https://arxiv.org/pdf/1707.04596


dna2vec

Paper : https://arxiv.org/abs/1701.06279

Code: https://github.com/pnpnpn/dna2vec


Time2Vec

Paper : https://arxiv.org/pdf/1907.05321.pdf

Code: https://github.com/ojus1/Time2Vec-PyTorch


AppUsage2Vec

Paper : http://www.shazhao.net/papers/icde2019.pdf


Debate2Vec

Python : https://github.com/Hellisotherpeople/debate2vec


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