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        nzw0301 revised this gist Mar 25, 2017 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -35,6 +35,7 @@ - wang2vec http://www.cs.cmu.edu/~lingwang/papers/naacl2015.pdf - dna2vec https://arxiv.org/abs/1701.06279 - pin2vec https://labs.pinterest.com/assets/paper/p2p-www17.pdf, ([cited blog](https://medium.com/the-graph/applying-deep-learning-to-related-pins-a6fee3c92f5e#.erb1i5mze) - paper2vec https://arxiv.org/abs/1703.06587 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 renamed this gist Mar 3, 2017 . 1 changed file with 0 additions and 0 deletions.There are no files selected for viewingFile renamed without changes.
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        nzw0301 revised this gist Mar 2, 2017 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -34,6 +34,7 @@ - POI2vec http://www.ntu.edu.sg/home/boan/papers/AAAI17_Visitor.pdf - wang2vec http://www.cs.cmu.edu/~lingwang/papers/naacl2015.pdf - dna2vec https://arxiv.org/abs/1701.06279 - pin2vec https://labs.pinterest.com/assets/paper/p2p-www17.pdf, ([cited blog](https://medium.com/the-graph/applying-deep-learning-to-related-pins-a6fee3c92f5e#.erb1i5mze) # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Jan 24, 2017 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -33,6 +33,7 @@ - mention2vec https://arxiv.org/abs/1612.02706 - POI2vec http://www.ntu.edu.sg/home/boan/papers/AAAI17_Visitor.pdf - wang2vec http://www.cs.cmu.edu/~lingwang/papers/naacl2015.pdf - dna2vec https://arxiv.org/abs/1701.06279 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Jan 19, 2017 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -32,6 +32,7 @@ - diet2vec https://arxiv.org/abs/1612.00388 - mention2vec https://arxiv.org/abs/1612.02706 - POI2vec http://www.ntu.edu.sg/home/boan/papers/AAAI17_Visitor.pdf - wang2vec http://www.cs.cmu.edu/~lingwang/papers/naacl2015.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Jan 7, 2017 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -31,6 +31,7 @@ - cat2vec http://104.155.136.4:3000/forum?id=HyNxRZ9xg - diet2vec https://arxiv.org/abs/1612.00388 - mention2vec https://arxiv.org/abs/1612.02706 - POI2vec http://www.ntu.edu.sg/home/boan/papers/AAAI17_Visitor.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Dec 9, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -30,6 +30,7 @@ - content2vec http://104.155.136.4:3000/forum?id=ryTYxh5ll - cat2vec http://104.155.136.4:3000/forum?id=HyNxRZ9xg - diet2vec https://arxiv.org/abs/1612.00388 - mention2vec https://arxiv.org/abs/1612.02706 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Dec 2, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -29,6 +29,7 @@ - sen2vec https://arxiv.org/abs/1610.08078 - content2vec http://104.155.136.4:3000/forum?id=ryTYxh5ll - cat2vec http://104.155.136.4:3000/forum?id=HyNxRZ9xg - diet2vec https://arxiv.org/abs/1612.00388 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Nov 5, 2016 . 1 changed file with 2 additions and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -27,6 +27,8 @@ - emoji2vec http://arxiv.org/abs/1609.08359 - video2vec https://staff.fnwi.uva.nl/t.e.j.mensink/publications/habibian16pami.pdf - sen2vec https://arxiv.org/abs/1610.08078 - content2vec http://104.155.136.4:3000/forum?id=ryTYxh5ll - cat2vec http://104.155.136.4:3000/forum?id=HyNxRZ9xg # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Oct 28, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -26,6 +26,7 @@ - novel2vec http://aics2016.ucd.ie/papers/full/AICS_2016_paper_48.pdf - emoji2vec http://arxiv.org/abs/1609.08359 - video2vec https://staff.fnwi.uva.nl/t.e.j.mensink/publications/habibian16pami.pdf - sen2vec https://arxiv.org/abs/1610.08078 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Oct 18, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -25,6 +25,7 @@ - gov2vec http://arxiv.org/abs/1609.06616 - novel2vec http://aics2016.ucd.ie/papers/full/AICS_2016_paper_48.pdf - emoji2vec http://arxiv.org/abs/1609.08359 - video2vec https://staff.fnwi.uva.nl/t.e.j.mensink/publications/habibian16pami.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Sep 28, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -24,6 +24,7 @@ - query2vec http://www.cs.cmu.edu/~dongyeok/papers/query2vec_v0.2.pdf - gov2vec http://arxiv.org/abs/1609.06616 - novel2vec http://aics2016.ucd.ie/papers/full/AICS_2016_paper_48.pdf - emoji2vec http://arxiv.org/abs/1609.08359 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Sep 26, 2016 . 1 changed file with 2 additions and 2 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -1,7 +1,7 @@ - word2vec https://arxiv.org/abs/1310.4546 - sentence2vec, paragraph2vec, doc2vec http://arxiv.org/abs/1405.4053 - tweet2vec http://arxiv.org/abs/1605.03481 - tweet2vec https://arxiv.org/abs/1607.07514 - author2vec http://dl.acm.org/citation.cfm?id=2889382 - item2vec http://arxiv.org/abs/1603.04259 - lda2vec https://arxiv.org/abs/1605.02019 
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        nzw0301 revised this gist Sep 26, 2016 . 1 changed file with 2 additions and 2 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -12,7 +12,7 @@ - image2vec http://arxiv.org/abs/1507.08818 - app2vec http://paul.rutgers.edu/~qma/research/ma_app2vec.pdf - prod2vec http://dl.acm.org/citation.cfm?id=2788627 - meta-prod2vec http://arxiv.org/abs/1607.07326 - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - subgraph2vec http://arxiv.org/abs/1606.08928 @@ -27,4 +27,4 @@ # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 - character2word http://arxiv.org/abs/1508.02096 
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        nzw0301 revised this gist Sep 24, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -23,6 +23,7 @@ - hash2vec http://arxiv.org/abs/1608.08940 - query2vec http://www.cs.cmu.edu/~dongyeok/papers/query2vec_v0.2.pdf - gov2vec http://arxiv.org/abs/1609.06616 - novel2vec http://aics2016.ucd.ie/papers/full/AICS_2016_paper_48.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Sep 22, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -22,6 +22,7 @@ - rdf2vec http://iswc2016.semanticweb.org/pages/program/accepted-papers.html#research_ristoski_32 - hash2vec http://arxiv.org/abs/1608.08940 - query2vec http://www.cs.cmu.edu/~dongyeok/papers/query2vec_v0.2.pdf - gov2vec http://arxiv.org/abs/1609.06616 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Sep 3, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -21,6 +21,7 @@ - context2vec http://u.cs.biu.ac.il/~melamuo/publications/context2vec_conll16.pdf - rdf2vec http://iswc2016.semanticweb.org/pages/program/accepted-papers.html#research_ristoski_32 - hash2vec http://arxiv.org/abs/1608.08940 - query2vec http://www.cs.cmu.edu/~dongyeok/papers/query2vec_v0.2.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Sep 1, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -20,6 +20,7 @@ - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 - context2vec http://u.cs.biu.ac.il/~melamuo/publications/context2vec_conll16.pdf - rdf2vec http://iswc2016.semanticweb.org/pages/program/accepted-papers.html#research_ristoski_32 - hash2vec http://arxiv.org/abs/1608.08940 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Aug 31, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -19,6 +19,7 @@ - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 - context2vec http://u.cs.biu.ac.il/~melamuo/publications/context2vec_conll16.pdf - rdf2vec http://iswc2016.semanticweb.org/pages/program/accepted-papers.html#research_ristoski_32 # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Aug 18, 2016 . 1 changed file with 4 additions and 2 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -1,4 +1,3 @@ - word2vec https://arxiv.org/abs/1310.4546 - sentenc2vec, paragraph2vec, doc2vec https://cs.stanford.edu/~quocle/paragraph_vector.pdf - tweet2vec http://arxiv.org/abs/1605.03481 @@ -19,5 +18,8 @@ - subgraph2vec http://arxiv.org/abs/1606.08928 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 - context2vec http://u.cs.biu.ac.il/~melamuo/publications/context2vec_conll16.pdf # option anything2anything model - vec2topic http://arxiv.org/abs/1603.04747 - character2word http://arxiv.org/pdf/1508.02096v2.pdf 
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        nzw0301 revised this gist Aug 11, 2016 . 1 changed file with 2 additions and 1 deletion.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -19,4 +19,5 @@ - subgraph2vec http://arxiv.org/abs/1606.08928 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 - vec2topic http://arxiv.org/abs/1603.04747 - context2vec http://u.cs.biu.ac.il/~melamuo/publications/context2vec_conll16.pdf 
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        nzw0301 revised this gist Aug 2, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -11,6 +11,7 @@ - category2vec http://www.anlp.jp/proceedings/annual_meeting/2015/pdf_dir/C4-3.pdf - topic2vec http://arxiv.org/abs/1506.08422 - image2vec http://arxiv.org/abs/1507.08818 - app2vec http://paul.rutgers.edu/~qma/research/ma_app2vec.pdf - prod2vec http://dl.acm.org/citation.cfm?id=2788627 - meta-prod2vec http://arxiv.org/pdf/1607.07326v1.pdf - sense2vec http://arxiv.org/abs/1511.06388 
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        nzw0301 revised this gist Jul 27, 2016 . 1 changed file with 1 addition and 1 deletion.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -16,6 +16,6 @@ - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - subgraph2vec http://arxiv.org/abs/1606.08928 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 - vec2topic http://arxiv.org/abs/1603.04747 
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        nzw0301 revised this gist Jul 27, 2016 . 1 changed file with 3 additions and 1 deletion.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -11,9 +11,11 @@ - category2vec http://www.anlp.jp/proceedings/annual_meeting/2015/pdf_dir/C4-3.pdf - topic2vec http://arxiv.org/abs/1506.08422 - image2vec http://arxiv.org/abs/1507.08818 - prod2vec http://dl.acm.org/citation.cfm?id=2788627 - meta-prod2vec http://arxiv.org/pdf/1607.07326v1.pdf - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - subgraph2vec http://arxiv.org/abs/1606.08928 - vec2topic http://arxiv.org/abs/1603.04747 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 
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        nzw0301 revised this gist Jul 1, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -13,6 +13,7 @@ - image2vec http://arxiv.org/abs/1507.08818 - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - subgraph2vec http://arxiv.org/abs/1606.08928 - vec2topic http://arxiv.org/abs/1603.04747 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 
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        nzw0301 revised this gist Jun 14, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -14,4 +14,5 @@ - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - vec2topic http://arxiv.org/abs/1603.04747 - wordnet2vec http://arxiv.org/abs/1606.03335 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 
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        nzw0301 revised this gist Jun 4, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -13,4 +13,5 @@ - image2vec http://arxiv.org/abs/1507.08818 - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - vec2topic http://arxiv.org/abs/1603.04747 - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 
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        nzw0301 revised this gist Jun 3, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -1,3 +1,4 @@ - character2vec http://arxiv.org/pdf/1508.02096v2.pdf - word2vec https://arxiv.org/abs/1310.4546 - sentenc2vec, paragraph2vec, doc2vec https://cs.stanford.edu/~quocle/paragraph_vector.pdf - tweet2vec http://arxiv.org/abs/1605.03481 
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        nzw0301 revised this gist Jun 2, 2016 . 1 changed file with 2 additions and 1 deletion.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -11,4 +11,5 @@ - topic2vec http://arxiv.org/abs/1506.08422 - image2vec http://arxiv.org/abs/1507.08818 - sense2vec http://arxiv.org/abs/1511.06388 - node2vec http://www.kdd.org/kdd2016/papers/files/Paper_218.pdf - doc2sent2vec http://research.microsoft.com/apps/pubs/default.aspx?id=264430 
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        nzw0301 revised this gist May 31, 2016 . 1 changed file with 1 addition and 0 deletions.There are no files selected for viewingThis file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -1,6 +1,7 @@ - word2vec https://arxiv.org/abs/1310.4546 - sentenc2vec, paragraph2vec, doc2vec https://cs.stanford.edu/~quocle/paragraph_vector.pdf - tweet2vec http://arxiv.org/abs/1605.03481 - tweet2vec http://socialmachines.media.mit.edu/wp-content/uploads/sites/27/2016/05/tweet2vec_vvr.pdf - author2vec http://dl.acm.org/citation.cfm?id=2889382 - item2vec http://arxiv.org/abs/1603.04259 - lda2vec https://arxiv.org/abs/1605.02019 
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