Neural Translation Language Models for Information Retrieval

The research portrayed in this webpage, along with the provided resources, are part of the ADCS 2015 full paper G. Zuccon, B. Koopman, P. Bruza, L. Azzopardi, Integrating and Evaluating Neural Word Embeddings in Information Retrieval, ADCS '15 Proceedings of the 20th Australasian Document Computing Symposium.


Resources associated with the paper are available in this webpage (embeddings) and on the dedicated space in GitHub.


What this study says, in few words...

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The long story: More details

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Resources

Word Embeddings Released with the ADCS 2015 paper

Naming convention for vector embedding file:

vectors_[collection_embedding-type(cbow-or-skipgram)]_s[dimensionality-of-embedding-space]_w[dimensionality-of-context-window]_neg[number-of-negative-samples]_hs[hierarchical-softmax:0=no(->negative-sampling-used);1=yes]_sam[subsampling-frequent-words-parameter]_iter[number-of-iterations].txt.tar.gz


Embedding Type Collection Embedding File Size
CBOW AP88-89 vectors_ap8889_cbow_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 324M
CBOW AP88-89 vectors_ap8889_cbow_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 322M
CBOW AP88-89 vectors_ap8889_cbow_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW AP88-89 vectors_ap8889_cbow_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW AP88-89 vectors_ap8889_cbow_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 69M
CBOW AP88-89 vectors_ap8889_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 68M
CBOW AP88-89 vectors_ap8889_cbow_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 101M
CBOW AP88-89 vectors_ap8889_cbow_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 101M
CBOW AP88-89 vectors_ap8889_cbow_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 134M
CBOW AP88-89 vectors_ap8889_cbow_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 133M
CBOW AP88-89 vectors_ap8889_cbow_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 166M
CBOW AP88-89 vectors_ap8889_cbow_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 165M
CBOW AP88-89 vectors_ap8889_cbow_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 198M
CBOW AP88-89 vectors_ap8889_cbow_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 196M
CBOW AP88-89 vectors_ap8889_cbow_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 230M
CBOW AP88-89 vectors_ap8889_cbow_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 228M
CBOW AP88-89 vectors_ap8889_cbow_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 261M
CBOW AP88-89 vectors_ap8889_cbow_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 259M
CBOW AP88-89 vectors_ap8889_cbow_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 293M
CBOW AP88-89 vectors_ap8889_cbow_s900_w15_neg20_hs0_sam1e-4_iter5.txt.tar.gz 293M
CBOW AP88-89 vectors_ap8889_cbow_s900_w20_neg20_hs0_sam1e-4_iter5.txt.tar.gz 294M
CBOW AP88-89 vectors_ap8889_cbow_s900_w2_neg20_hs0_sam1e-4_iter5.txt.tar.gz 287M
CBOW AP88-89 vectors_ap8889_cbow_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 291M
CBOW AP88-89 vectors_ap8889_cbow_s900_w7_neg20_hs0_sam1e-4_iter5.txt.tar.gz 292M
Skipgram AP88-89 vectors_ap8889_skipgram_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 314M
Skipgram AP88-89 vectors_ap8889_skipgram_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 313M
Skipgram AP88-89 vectors_ap8889_skipgram_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
Skipgram AP88-89 vectors_ap8889_skipgram_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w15_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w20_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w2_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s200_w7_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
Skipgram AP88-89 vectors_ap8889_skipgram_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 99M
Skipgram AP88-89 vectors_ap8889_skipgram_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 98M
Skipgram AP88-89 vectors_ap8889_skipgram_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 130M
Skipgram AP88-89 vectors_ap8889_skipgram_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 130M
Skipgram AP88-89 vectors_ap8889_skipgram_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 161M
Skipgram AP88-89 vectors_ap8889_skipgram_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 161M
Skipgram AP88-89 vectors_ap8889_skipgram_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 192M
Skipgram AP88-89 vectors_ap8889_skipgram_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 191M
Skipgram AP88-89 vectors_ap8889_skipgram_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 223M
Skipgram AP88-89 vectors_ap8889_skipgram_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 222M
Skipgram AP88-89 vectors_ap8889_skipgram_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 253M
Skipgram AP88-89 vectors_ap8889_skipgram_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 252M
Skipgram AP88-89 vectors_ap8889_skipgram_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 284M
Skipgram AP88-89 vectors_ap8889_skipgram_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 283M
CBOW DOTGOV vectors_dotgov_cbow_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 5.9G
CBOW DOTGOV vectors_dotgov_cbow_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 5.7G
CBOW DOTGOV vectors_dotgov_cbow_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 616M
CBOW DOTGOV vectors_dotgov_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 1.1G
CBOW DOTGOV vectors_dotgov_cbow_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 616M
CBOW DOTGOV vectors_dotgov_cbow_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 2.4G
CBOW DOTGOV vectors_dotgov_cbow_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 3.5G
CBOW DOTGOV vectors_dotgov_cbow_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 3.5G
CBOW DOTGOV vectors_dotgov_cbow_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 4.7G
CBOW DOTGOV vectors_dotgov_cbow_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 4.6G
Skipgram DOTGOV vectors_dotgov_skipgram_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 5.6G
Skipgram DOTGOV vectors_dotgov_skipgram_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 5.6G
Skipgram DOTGOV vectors_dotgov_skipgram_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 616M
Skipgram DOTGOV vectors_dotgov_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 1.1G
Skipgram DOTGOV vectors_dotgov_skipgram_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 616M
Skipgram DOTGOV vectors_dotgov_skipgram_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 3.4G
Skipgram DOTGOV vectors_dotgov_skipgram_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 3.5G
Skipgram DOTGOV vectors_dotgov_skipgram_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 3.4G
Skipgram DOTGOV vectors_dotgov_skipgram_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 4.5G
CBOW MedTrack vectors_medtrack_cbow_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 88M
CBOW MedTrack vectors_medtrack_cbow_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 88M
CBOW MedTrack vectors_medtrack_cbow_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 9.6M
CBOW MedTrack vectors_medtrack_cbow_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 9.6M
CBOW MedTrack vectors_medtrack_cbow_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 19M
CBOW MedTrack vectors_medtrack_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 19M
CBOW MedTrack vectors_medtrack_cbow_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 28M
CBOW MedTrack vectors_medtrack_cbow_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 28M
CBOW MedTrack vectors_medtrack_cbow_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 37M
CBOW MedTrack vectors_medtrack_cbow_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 37M
CBOW MedTrack vectors_medtrack_cbow_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 46M
CBOW MedTrack vectors_medtrack_cbow_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 45M
CBOW MedTrack vectors_medtrack_cbow_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 54M
CBOW MedTrack vectors_medtrack_cbow_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 54M
CBOW MedTrack vectors_medtrack_cbow_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 63M
CBOW MedTrack vectors_medtrack_cbow_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 62M
CBOW MedTrack vectors_medtrack_cbow_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 71M
CBOW MedTrack vectors_medtrack_cbow_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 71M
CBOW MedTrack vectors_medtrack_cbow_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 80M
CBOW MedTrack vectors_medtrack_cbow_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 79M
Skipgram MedTrack vectors_medtrack_skipgram_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 88M
Skipgram MedTrack vectors_medtrack_skipgram_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 88M
Skipgram MedTrack vectors_medtrack_skipgram_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 9.7M
Skipgram MedTrack vectors_medtrack_skipgram_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 9.6M
Skipgram MedTrack vectors_medtrack_skipgram_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 19M
Skipgram MedTrack vectors_medtrack_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 19M
Skipgram MedTrack vectors_medtrack_skipgram_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 28M
Skipgram MedTrack vectors_medtrack_skipgram_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 28M
Skipgram MedTrack vectors_medtrack_skipgram_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 37M
Skipgram MedTrack vectors_medtrack_skipgram_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 37M
Skipgram MedTrack vectors_medtrack_skipgram_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 46M
Skipgram MedTrack vectors_medtrack_skipgram_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 45M
Skipgram MedTrack vectors_medtrack_skipgram_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 54M
Skipgram MedTrack vectors_medtrack_skipgram_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 54M
Skipgram MedTrack vectors_medtrack_skipgram_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 63M
Skipgram MedTrack vectors_medtrack_skipgram_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 62M
Skipgram MedTrack vectors_medtrack_skipgram_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 71M
Skipgram MedTrack vectors_medtrack_skipgram_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 71M
Skipgram MedTrack vectors_medtrack_skipgram_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 80M
Skipgram MedTrack vectors_medtrack_skipgram_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 79M
CBOW SJM (disk 3) vectors_sjmdisk3_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 54M
Skipgram SJM (disk 3) vectors_sjmdisk3_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 53M
CBOW Wiki1B vectors_wiki1B_cbow_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 760M
CBOW Wiki1B vectors_wiki1B_cbow_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 747M
CBOW Wiki1B vectors_wiki1B_cbow_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 82M
CBOW Wiki1B vectors_wiki1B_cbow_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 81M
CBOW Wiki1B vectors_wiki1B_cbow_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 159M
CBOW Wiki1B vectors_wiki1B_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 158M
CBOW Wiki1B vectors_wiki1B_cbow_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 236M
CBOW Wiki1B vectors_wiki1B_cbow_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 233M
CBOW Wiki1B vectors_wiki1B_cbow_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 312M
CBOW Wiki1B vectors_wiki1B_cbow_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 308M
CBOW Wiki1B vectors_wiki1B_cbow_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 387M
CBOW Wiki1B vectors_wiki1B_cbow_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 382M
CBOW Wiki1B vectors_wiki1B_cbow_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 462M
CBOW Wiki1B vectors_wiki1B_cbow_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 456M
CBOW Wiki1B vectors_wiki1B_cbow_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 537M
CBOW Wiki1B vectors_wiki1B_cbow_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 529M
CBOW Wiki1B vectors_wiki1B_cbow_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 611M
CBOW Wiki1B vectors_wiki1B_cbow_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 602M
CBOW Wiki1B vectors_wiki1B_cbow_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 686M
CBOW Wiki1B vectors_wiki1B_cbow_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 675M
Skipgram Wiki1B vectors_wiki1B_skipgram_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 735M
Skipgram Wiki1B vectors_wiki1B_skipgram_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 728M
Skipgram Wiki1B vectors_wiki1B_skipgram_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 81M
Skipgram Wiki1B vectors_wiki1B_skipgram_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 81M
Skipgram Wiki1B vectors_wiki1B_skipgram_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 157M
Skipgram Wiki1B vectors_wiki1B_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 155M
Skipgram Wiki1B vectors_wiki1B_skipgram_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 231M
Skipgram Wiki1B vectors_wiki1B_skipgram_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 229M
Skipgram Wiki1B vectors_wiki1B_skipgram_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 304M
Skipgram Wiki1B vectors_wiki1B_skipgram_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 302M
Skipgram Wiki1B vectors_wiki1B_skipgram_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 377M
Skipgram Wiki1B vectors_wiki1B_skipgram_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 374M
Skipgram Wiki1B vectors_wiki1B_skipgram_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 449M
Skipgram Wiki1B vectors_wiki1B_skipgram_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 445M
Skipgram Wiki1B vectors_wiki1B_skipgram_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 522M
Skipgram Wiki1B vectors_wiki1B_skipgram_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 517M
Skipgram Wiki1B vectors_wiki1B_skipgram_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 593M
Skipgram Wiki1B vectors_wiki1B_skipgram_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 588M
Skipgram Wiki1B vectors_wiki1B_skipgram_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 665M
Skipgram Wiki1B vectors_wiki1B_skipgram_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 658M
CBOW WSJ87-92 vectors_wsj_cbow_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 322M
CBOW WSJ87-92 vectors_wsj_cbow_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 318M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w15_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w20_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w2_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s100_w7_neg20_hs0_sam1e-4_iter5.txt.tar.gz 35M
CBOW WSJ87-92 vectors_wsj_cbow_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 68M
CBOW WSJ87-92 vectors_wsj_cbow_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 67M
CBOW WSJ87-92 vectors_wsj_cbow_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 100M
CBOW WSJ87-92 vectors_wsj_cbow_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 99M
CBOW WSJ87-92 vectors_wsj_cbow_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 132M
CBOW WSJ87-92 vectors_wsj_cbow_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 131M
CBOW WSJ87-92 vectors_wsj_cbow_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 164M
CBOW WSJ87-92 vectors_wsj_cbow_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 163M
CBOW WSJ87-92 vectors_wsj_cbow_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 196M
CBOW WSJ87-92 vectors_wsj_cbow_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 194M
CBOW WSJ87-92 vectors_wsj_cbow_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 228M
CBOW WSJ87-92 vectors_wsj_cbow_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 225M
CBOW WSJ87-92 vectors_wsj_cbow_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 259M
CBOW WSJ87-92 vectors_wsj_cbow_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 256M
CBOW WSJ87-92 vectors_wsj_cbow_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 290M
CBOW WSJ87-92 vectors_wsj_cbow_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 287M
Skipgram WSJ87-92 vectors_wsj_skipgram_s1000_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 309M
Skipgram WSJ87-92 vectors_wsj_skipgram_s1000_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 308M
Skipgram WSJ87-92 vectors_wsj_skipgram_s100_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 34M
Skipgram WSJ87-92 vectors_wsj_skipgram_s100_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 34M
Skipgram WSJ87-92 vectors_wsj_skipgram_s1500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 455M
Skipgram WSJ87-92 vectors_wsj_skipgram_s200_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 66M
Skipgram WSJ87-92 vectors_wsj_skipgram_s200_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 66M
Skipgram WSJ87-92 vectors_wsj_skipgram_s300_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 97M
Skipgram WSJ87-92 vectors_wsj_skipgram_s300_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 97M
Skipgram WSJ87-92 vectors_wsj_skipgram_s400_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 128M
Skipgram WSJ87-92 vectors_wsj_skipgram_s400_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 128M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 159M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w15_neg20_hs0_sam1e-4_iter5.txt.tar.gz 159M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w20_neg20_hs0_sam1e-4_iter5.txt.tar.gz 159M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w2_neg20_hs0_sam1e-4_iter5.txt.tar.gz 158M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 158M
Skipgram WSJ87-92 vectors_wsj_skipgram_s500_w7_neg20_hs0_sam1e-4_iter5.txt.tar.gz 159M
Skipgram WSJ87-92 vectors_wsj_skipgram_s600_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 189M
Skipgram WSJ87-92 vectors_wsj_skipgram_s600_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 189M
Skipgram WSJ87-92 vectors_wsj_skipgram_s700_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 219M
Skipgram WSJ87-92 vectors_wsj_skipgram_s700_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 219M
Skipgram WSJ87-92 vectors_wsj_skipgram_s800_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 250M
Skipgram WSJ87-92 vectors_wsj_skipgram_s800_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 249M
Skipgram WSJ87-92 vectors_wsj_skipgram_s900_w10_neg20_hs0_sam1e-4_iter5.txt.tar.gz 279M
Skipgram WSJ87-92 vectors_wsj_skipgram_s900_w5_neg20_hs0_sam1e-4_iter5.txt.tar.gz 278M


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Q: Are the components of the word embeddings used in the ADCS 2015 paper all positive-valued? [thanks to Timothy Baldwin for this question]
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