{"id":13704231,"url":"https://github.com/MaxwellRebo/awesome-2vec","last_synced_at":"2025-05-05T09:33:20.056Z","repository":{"id":45956030,"uuid":"59341837","full_name":"MaxwellRebo/awesome-2vec","owner":"MaxwellRebo","description":"Curated list of 2vec-type embedding 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awesome-2vec\nCurated list of 2vec-type embedding models\n\nIf you know of 2vec-style models that are not mentioned here, please do a PR!\n\nFor network/graph-specific embedding models have a look here: https://github.com/chihming/awesome-network-embedding\n\n# The list\n\n**word2vec**\n\nPaper: https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf\n\nJava: http://deeplearning4j.org/word2vec\u003cbr\u003e\n\nC++: https://github.com/jdeng/word2vec\n\nPython: \n- https://radimrehurek.com/gensim/models/word2vec.html\n- https://github.com/danielfrg/word2vec\n\n\u003chr\u003e\n\n**ASNE**\n\nPaper: https://arxiv.org/abs/2006.04941\n\nPython: https://github.com/jisungyoon/persona2vec\n\n\u003chr\u003e\n\n**MUSAE**\n\nPaper: https://arxiv.org/abs/1909.13021\n\nPython: https://github.com/benedekrozemberczki/MUSAE\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**SINE**\n\nPaper: https://arxiv.org/abs/1810.06768\n\nPython: https://github.com/benedekrozemberczki/SINE\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**GL2Vec**\n\nPaper: https://link.springer.com/chapter/10.1007/978-3-030-36718-3_1\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**Walklets**\n\nPaper: https://arxiv.org/abs/1605.02115\n\nPython: https://github.com/benedekrozemberczki/walklets\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**Splitter**\n\nPaper: http://epasto.org/papers/www2019splitter.pdf\n\nPython: https://github.com/benedekrozemberczki/Splitter\n\n\u003chr\u003e\n\n**AttentionWalk**\n\nPaper: http://papers.nips.cc/paper/8131-watch-your-step-learning-node-embeddings-via-graph-attention\n\nPython: https://github.com/benedekrozemberczki/AttentionWalk\n\n\u003chr\u003e\n\n**role2vec**\n\nPaper: https://arxiv.org/abs/1802.02896\n\nPython: https://github.com/benedekrozemberczki/role2vec\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**ASNE**\n\nPaper: https://arxiv.org/abs/1705.04969\n\nPython: https://github.com/benedekrozemberczki/ASNE\n\n\u003chr\u003e\n\n**diff2vec**\n\nPaper: https://arxiv.org/abs/2001.07463\n\nPython: https://github.com/benedekrozemberczki/diff2vec\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**GEMSEC**\n\nPaper: https://arxiv.org/abs/1802.03997\n\nPython: https://github.com/benedekrozemberczki/GEMSEC\n\n\u003chr\u003e\n\n**doc2vec**\n\nPaper: https://cs.stanford.edu/~quocle/paragraph_vector.pdf\n\nPython: https://radimrehurek.com/gensim/models/doc2vec.html\n\n\u003chr\u003e\n\n**graph2vec**\n\nPaper: https://arxiv.org/abs/1707.05005\n\nPython: https://github.com/benedekrozemberczki/graph2vec\n\nPython: https://github.com/benedekrozemberczki/karateclub\n\n\u003chr\u003e\n\n**tweet2vec**\n\nPaper: https://arxiv.org/abs/1605.03481\n\nPython: https://github.com/bdhingra/tweet2vec\n\n\u003chr\u003e\n\n**batter-pitcher-2vec**\n\nPython: https://github.com/airalcorn2/batter-pitcher-2vec\n\n\u003chr\u003e\n\n**Soccer Team Vectors**\nPaper: https://arxiv.org/abs/1908.00698\n\n\u003chr\u003e\n\n**illustration-2vec**\n\nPython: https://github.com/rezoo/illustration2vec\n\n\u003chr\u003e\n\n**lda2vec**\n\nPaper: https://arxiv.org/pdf/1605.02019v1.pdf\n\nSlideshare: http://www.slideshare.net/ChristopherMoody3/word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec-57135994\n\nPython: https://github.com/cemoody/lda2vec\n\n\u003chr\u003e\n\n**sentence2vec**\n\nPython: https://github.com/klb3713/sentence2vec\n\n\u003chr\u003e\n\n**wiki2vec**\n\nJava/Scala: https://github.com/idio/wiki2vec\n\n\u003chr\u003e\n\n**topicvec**\n\nPaper: http://bigml.cs.tsinghua.edu.cn/~jun/topic-embedding.pdf\n\nPython: https://github.com/askerlee/topicvec\n\n\u003chr\u003e\n\n**entity2vec**\n\nPython: https://github.com/ot/entity2vec\n\nPaper: http://www.di.unipi.it/~ottavian/files/wsdm15_fel.pdf\n\n\u003chr\u003e\n\n**str2vec**\n\nPython: https://github.com/pengli09/str2vec\n\n\u003chr\u003e\n\n**node2vec**\n\nPaper: https://arxiv.org/abs/1607.00653\n\nPage: https://snap.stanford.edu/node2vec/\n\nPython: https://github.com/aditya-grover/node2vec\n\n\u003chr\u003e\n\n**item2vec**\n\nPaper: https://arxiv.org/abs/1603.04259\n\n\n\u003chr\u003e\n\n**author2vec**\n\nPaper: https://www.microsoft.com/en-us/research/publication/author2vec-learning-author-representations-by-combining-content-and-link-information/\n\n\u003chr\u003e\n\n**playlist-to-vec**\n\nPython: https://github.com/mattdennewitz/playlist-to-vec\n\n\u003chr\u003e\n\n**sense2vec**\n\nPaper: https://arxiv.org/abs/1511.06388\n\n\u003chr\u003e\n\n**med2vec**\n\nPaper: https://arxiv.org/abs/1602.05568\n\nPython: https://github.com/mp2893/med2vec\n\n\n\u003chr\u003e\n\n**SCODE Word Embeddings using Substitute Words**\n\nPython: https://github.com/ai-ku/wvec\n\n\u003chr\u003e\n\n**game2vec**\n\nPython: https://github.com/warchildmd/game2vec\n\n\u003chr\u003e\n\n**paper2vec**\n\nPaper: https://arxiv.org/pdf/1703.06587.pdf\n\n\u003chr\u003e\n\n**struc2vec**\n\nPaper: https://arxiv.org/pdf/1704.03165.pdf\n\n\n\u003chr\u003e\n\n**emoji2vec**\n\nPaper: https://arxiv.org/pdf/1609.08359.pdf\n\nCode: https://github.com/uclmr/emoji2vec\n\n\u003chr\u003e\n\n**image2vec**\n\nPaper: https://arxiv.org/pdf/1507.08818.pdf\n\n\u003chr\u003e\n\n**phrase2vec**\n\nPaper: https://arxiv.org/pdf/1406.1078.pdf\n\n**context2vec**\n\nPaper: http://aclanthology.info/papers/K16-1006/context2vec-learning-generic-context-embedding-with-bidirectional-lstm\n\nCode: https://github.com/orenmel/context2vec\n\n\u003chr\u003e\n\n**ngram2vec**\n\nPaper: http://www.aclweb.org/anthology/D17-1023\n\nCode: https://github.com/zhezhaoa/ngram2vec\n\n\u003chr\u003e\n\n**app2vec**\n\nPaper: http://paul.rutgers.edu/~qma/research/ma_app2vec.pdf\n\n\u003chr\u003e\n\n**movie2vec**\n\nCode: https://github.com/lujiaying/MovieTaster-Open\n\n\u003chr\u003e\n\n**pin2vec**\n\nPaper: https://arxiv.org/pdf/1702.07969\n\n\u003chr\u003e\n\n**wordnet2vec**\n\nPaper: https://arxiv.org/abs/1606.03335\n\n\u003chr\u003e\n\n**metapath2vec**\n\nPaper: https://ericdongyx.github.io/papers/KDD17-dong-chawla-swami-metapath2vec.pdf\n\nPage: https://ericdongyx.github.io/metapath2vec/m2v.html\n\n\u003chr\u003e\n\n**rdf2vec**\n\nPaper: https://ub-madoc.bib.uni-mannheim.de/41307/1/Ristoski_RDF2Vec.pdf\n\nJava + Python: http://data.dws.informatik.uni-mannheim.de/rdf2vec/\n\nPython: https://github.com/IBCNServices/pyRDF2Vec\n\n\u003chr\u003e\n\n**voice-vector**\n\nCode: https://github.com/andabi/voice-vector\n\n\u003chr\u003e\n\n**mol2vec**\n\nCode: https://github.com/samoturk/mol2vec\n\nPaper (paywalled): https://pubs.acs.org/doi/pdf/10.1021/acs.jcim.7b00616\n\n\u003chr\u003e\n\n**Wikipedia2Vec**\n\nPage: https://wikipedia2vec.github.io/\n\nCode: https://github.com/wikipedia2vec/wikipedia2vec\n\nPaper: http://www.aclweb.org/anthology/K16-1025\n\n\u003chr\u003e\n\n**Role2Vec**\n\nCode: https://github.com/benedekrozemberczki/role2vec\n\nPaper: https://arxiv.org/pdf/1802.02896.pdf\n\n\u003chr\u003e\n\n**Vis2Vec**\n\nCode: https://github.com/satwikkottur/VisualWord2Vec\n\nPaper : https://arxiv.org/pdf/1511.07067.pdf\n\n\u003chr\u003e\n\n**Patient2Vec**\n\nCode: https://github.com/BarnesLab/Patient2Vec\n\nPaper: https://arxiv.org/pdf/1810.04793.pdf\n\n\u003chr\u003e\n\n**gl2vec**\n\nPaper : https://arxiv.org/pdf/1812.05473.pdf\n\n\u003chr\u003e\n\n**StarSpace: Embed All The Things!**\n\nCode: https://github.com/facebookresearch/StarSpace  \nPaper : https://arxiv.org/pdf/1709.03856.pdf\n\n\u003chr\u003e\n\n**Packet2Vec**\n\nPaper : https://arxiv.org/pdf/2004.14477.pdf\n\n\u003chr\u003e\n\n**FCA2Vec**\n\nPaper : https://arxiv.org/pdf/1911.11496.pdf\n\n\u003chr\u003e\n\n**word2ket**\n\nPaper : https://arxiv.org/pdf/1911.04975.pdf\n\nCode: https://github.com/panaali/word2ket\n\n\u003chr\u003e\n\n**Feature2Vec**\n\nPaper : https://arxiv.org/pdf/1908.11439.pdf\n\nCode: https://github.com/stevend94/Feature2Vec\n\n\u003chr\u003e\n\n**Snomed2Vec**\n\nPaper : https://arxiv.org/pdf/1907.08650\n\nCode: https://gitlab.com/agarwal.khushbu/Snomed2Vec/-/tree/master\n\n\u003chr\u003e\n\n**Action2Vec**\n\nPaper : https://arxiv.org/pdf/1901.00484.pdf\n\n\u003chr\u003e\n\n**Act2Vec**\n\nPaper : https://arxiv.org/pdf/1902.01119.pdf\n\nCode: https://github.com/guytenn/Act2Vec\n\n\u003chr\u003e\n\n**IoT2Vec**\n\nPaper : https://arxiv.org/pdf/1805.07907\n\n\u003chr\u003e\n\n**OPA2Vec**\n\nPaper : https://arxiv.org/pdf/1804.10922\n\nCode: https://github.com/bio-ontology-research-group/opa2vec\n\n\u003chr\u003e\n\n**Speech2Vec**\n\nPaper : https://arxiv.org/pdf/1803.08976\n\nCode: https://github.com/iamyuanchung/speech2vec-pretrained-vectors\n\n\u003chr\u003e\n\n**Skill2vec**\n\nPaper : https://arxiv.org/pdf/1707.09751.pdf\n\nCode: https://github.com/rvoak/skill2vec\n\n\u003chr\u003e\n\n**DocTag2Vec**\n\nPaper : https://arxiv.org/pdf/1707.04596\n\n\u003chr\u003e\n\n**dna2vec**\n\nPaper : https://arxiv.org/abs/1701.06279\n\nCode: https://github.com/pnpnpn/dna2vec\n\n\u003chr\u003e\n\n**Time2Vec**\n\nPaper : https://arxiv.org/pdf/1907.05321.pdf\n\nCode: https://github.com/ojus1/Time2Vec-PyTorch\n\n\u003chr\u003e\n\n**AppUsage2Vec**\n\nPaper : http://www.shazhao.net/papers/icde2019.pdf\n\n\u003chr\u003e\n\n\n**Debate2Vec**\n\nPython : https://github.com/Hellisotherpeople/debate2vec\n\n\u003chr\u003e\n\n\n**Tile2Vec**\n\nPaper : https://arxiv.org/pdf/1805.02855.pdf\n\n\u003chr\u003e\n\n**Gene2Vec**\n\nPaper : https://bmcgenomics.biomedcentral.com/track/pdf/10.1186/s12864-018-5370-x.pdf\n\nCode: https://github.com/jingcheng-du/Gene2vec\n\n\u003chr\u003e\n\n**Phase2Vec**\n\nPaper: https://arxiv.org/pdf/2212.03857.pdf\n\nCode: https://github.com/nitzanlab/phase2vec/\n\n\u003chr\u003e\n","funding_links":[],"categories":["Others","NLP","Alternative Awesome","Table of Contents","Awesome lists","Awesome Deep Learning Projects"],"sub_categories":["no code","NLP"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMaxwellRebo%2Fawesome-2vec","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FMaxwellRebo%2Fawesome-2vec","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMaxwellRebo%2Fawesome-2vec/lists"}