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enalisnick / infiniteWordEmbeddings

Word Embeddings with Stochastic Dimensionality
https://arxiv.org/abs/1511.05392
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Word vectors from model with one alpha and 0-initialization for word vectors and random-initialization for context vectors #2

Open sachinravi14 opened 8 years ago

sachinravi14 commented 8 years ago

Enter word or 'EXIT' to quit: he 10 nearest neighbors to he: Rank Word Cosine Similarity

 1  her                  0.959675
 2  she                  0.95612
 3  man                  0.953699
 4  told                 0.944587
 5  his                  0.931995
 6  marriage             0.931067
 7  father               0.92703
 8  priest               0.926678
 9  himself              0.920887
10  later                0.919566

[0.393195, 1.316661, 0.50702, 0.125474, 0.181166, 0.858085, 0.103195, -0.215056, 0.127718, 0.057778, 0.071518, 0.016573, -0.081961, -0.068111, 0.015852, -0.051756, 0.004461, 0.012577, 0.023841, -8.1e-05, 0.001435, -0.011736, 0.001501, 0.004285, -0.004306, -0.004185, 0.0004, -0.001568, 0.006463, -0.001048, 0.001374, -0.006306, 0.006836, 0.002137, -0.006829, -0.000423, -0.000596, 0.002599, 0.002496, 0.000456, -0.000174, 0.003202, 0.000182, 0.000685, -0.002397, -0.001382, -0.001013, -0.000266, -0.001844, 0.000879, -0.001172, -0.001291, -0.000427, -0.001482, -0.000137, 0.001121, -0.000106, -0.000797, 9.9e-05, -0.000465, -0.001315, -0.00032, -0.000416, 0.001061, 0.000391, -0.000189, 0.000723, 0.000428, -0.000345, 9.5e-05, 8e-06, 4.4e-05, 3.2e-05, 0.000245, 0.000424, 0.000151, -1.8e-05, -8.4e-05, 0.000103, -0.000244, -9.7e-05, -0.000166, -8.2e-05, -0.000163, 0.000144, 0.000165, -0.000181, -6e-06, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]

sachinravi14 commented 8 years ago

Enter word or 'EXIT' to quit: agreement 10 nearest neighbors to agreement: Rank Word Cosine Similarity

 1  officials               0.992203
 2  kom                     0.991615
 3  eniac                   0.989598
 4  sovereignty             0.989551
 5  sigurimi                0.988256
 6  communist               0.987342
 7  abba                    0.985817
 8  assembly                0.985119
 9  federals                0.983469
10  exile                   0.982838

[0.849079, 0.959208, -0.044394, -0.372187, -0.089375, -0.097357, 0.028338, 0.014788, 0.007107, 0.033932, -0.008056, -0.015015, -0.002644, -0.005711, -0.00111, 0.00079, -0.010959, 0.003169, -0.001598, -0.002807, 0.007702, 0.004516, -0.002069, 0.002169, 0.005636, -0.001249, -0.001071, 0.001313, -0.001025, -0.000731, 0.000868, 0.000159, 0.001025, 0.001228, -0.001015, 0.00149, -0.002915, 0.000487, 0.001659, 0.000822, -0.000329, 0.000983, 0.000653, 0.000425, 0.000204, 0.001171, 0.000851, -6e-05, -0.000945, -0.000114, 0.000136, -0.000297, -0.000568, -6.9e-05, -0.000212, -0.000207, -5.2e-05, 0.000131, -0.000292, -9.7e-05, -0.000102, -8.4e-05, 0.000175, -1.3e-05, 0.000198, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]

sachinravi14 commented 8 years ago

10 nearest neighbors to eniac: Rank Word Cosine Similarity

 1  agreement               0.989598
 2  sigurimi                0.986074
 3  officials               0.983109
 4  veterans                0.980214
 5  sovereignty             0.979438
 6  communist               0.979166
 7  epp                     0.978686
 8  kom                     0.978061
 9  assembly                0.974228
10  tire                    0.973796

[0.077199, 0.091524, -0.007912, -0.033764, -0.006968, -0.0109, 0.000248, 0.01483, 0.003889, 0.00525, 0.008103, -0.003892, -0.000714, -0.002285, -0.00088, 0.00136, 0.001933, 0.000189, 3.7e-05, -0.000316, 0.000498, 0.001909, 0.000116, 0.000204, -0.000453, -8e-05, -0.0, 0.000166, 0.000144, -0.000184, 0.000175, -0.000144, -0.000162, 9.2e-05, -2.5e-05, -0.000151, -0.000191, 0.00012, 9e-05, 1.8e-05, 0.000129, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]