Word Analogy on WIKIPEDIA (full)
73.79Semantic AccuracyLINE(2nd)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LINE(2nd)proximity=second-order, optimization=edge-sampling, Running time=2.55h2015.03 | 73.79 | 59.72 | 66.1 | |
| SkipGramRunning time=2.82h2015.03 | 69.14 | 57.94 | 63.02 | |
| GFRunning time=2.96h2015.03 | 61.38 | 44.08 | 51.93 | |
| LINE(1st)proximity=first-order, optimization=edge-sampling, Running time=2.44h2015.03 | 58.08 | 49.42 | 53.35 | |
| DeepWalkRunning time=16.64h2015.03 | 50.79 | 37.7 | 43.65 | |
| LINE-SGD(2nd)proximity=second-order, optimization=stochastic gradient descent, Running time=3.94h2015.03 | 20.42 | 9.56 | 14.49 | |
| LINE-SGD(1st)proximity=first-order, optimization=stochastic gradient descent, Running time=3.83h2015.03 | 9.72 | 7.48 | 8.5 |