Analogy on Universal Analogy Overall
45.8AccuracyULR-BERT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ULR-BERTModel Size=LARGE2021.05 | 45.8 | 8.1 | |
| ULR-BERTModel Size=BASE2021.05 | 45.7 | 4.1 | |
| USE2021.05 | 44.3 | — | |
| InferSent2021.05 | 43.7 | — | |
| BERTModel Size=BASE2021.05 | 41.6 | — | |
| GloVe2021.05 | 40.3 | — | |
| GenSen2021.05 | 38 | — | |
| BERTModel Size=LARGE2021.05 | 37.7 | — | |
| LASER2021.05 | 37.6 | — | |
| ULR-ALBERTModel Size=BASE2021.05 | 36.6 | 5.6 | |
| ALBERTModel Size=BASE2021.05 | 31 | — | |
| ULR-ALBERTModel Size=XXLARGE2021.05 | 29.6 | 0.1 | |
| ALBERTModel Size=XXLARGE2021.05 | 29.5 | — | |
| ULR-ELECTRAModel Size=BASE2021.05 | 29.3 | 3.5 | |
| ULR-ELECTRAModel Size=LARGE2021.05 | 27.7 | 2.5 | |
| ELECTRAModel Size=BASE2021.05 | 25.8 | — | |
| ELECTRAModel Size=LARGE2021.05 | 25.2 | — |