Word Similarity on Mechanical Turk-771
0.669Spearman ρROOTROOT-CA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ROOTROOT-CAp=0, k (dimensionality)=50, Training Corpus (Text8, BNC, Wiki052024)=Text82024.05 | 0.669 | — | — | |
| ROOT-CAp=0, k (dimensionality)=100, Training Corpus (Text8, BNC, Wiki052024)=Wiki0520242024.05 | 0.662 | — | — | |
| W2GEmbedding Method=W2G, Training Corpus=ukWaC and WaCkypedia2018.10 | 0.57 | — | — | |
| GloVe+GTEmbedding Method=GloVe, Transform=Gaussian Transform, Refinement Corpus=text82018.10 | 0.56 | — | — | |
| EllEmbedding Method=Ell, Training Corpus=ukWaC and WaCkypedia2018.10 | 0.56 | — | — | |
| GloVeEmbedding Method=GloVe2018.10 | 0.55 | — | — | |
| W2V*text8Embedding Method=W2V, Training Corpus=text82018.10 | 0.5 | — | — | |
| Omni TM-AEHardware=CPU2026.05 | 0.487 | — | 0.35 | |
| FastTextHardware=CPU2026.05 | 0.486 | — | 0.334 | |
| FastOmniTMAEHardware=CPU2026.05 | 0.477 | — | 0.35 | |
| FastOmniTMAEHardware=CUDA2026.05 | 0.472 | — | 0.347 | |
| Word2VecHardware=CPU2026.05 | 0.471 | — | 0.324 | |
| GloVeHardware=CPU2026.05 | 0.461 | — | 0.319 | |
| GloVe*text8Embedding Method=GloVe, Training Corpus=text82018.10 | 0.36 | — | — | |
| ROOT-CAp=0, Training Corpus (Text8, BNC, Wiki052024)=Total2024.05 | — | 2.006 | — |