Analogy on Universal Analogy Word
82.6Semantic AccuracyGloVe
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GloVe2021.05 | 82.6 | 78 | 80.3 | |
| ULR-BERTModel Size=LARGE2021.05 | 80.8 | 66.2 | 73.5 | |
| USE2021.05 | 73 | 83.1 | 78 | |
| ULR-BERTModel Size=BASE2021.05 | 71.7 | 70 | 70.8 | |
| InferSent2021.05 | 68.8 | 88.7 | 78.8 | |
| BERTModel Size=BASE2021.05 | 51.3 | 60.2 | 55.8 | |
| BERTModel Size=LARGE2021.05 | 49.7 | 46.6 | 48.2 | |
| GenSen2021.05 | 44.5 | 84.4 | 64.5 | |
| ULR-ALBERTModel Size=BASE2021.05 | 43.5 | 56.3 | 49.9 | |
| ALBERTModel Size=XXLARGE2021.05 | 38.2 | 35.6 | 36.9 | |
| ALBERTModel Size=BASE2021.05 | 33.7 | 38.1 | 35.9 | |
| LASER2021.05 | 26.9 | 78.2 | 52.6 | |
| ULR-ALBERTModel Size=XXLARGE2021.05 | 26.8 | 31 | 28.9 | |
| ULR-ELECTRAModel Size=BASE2021.05 | 24.4 | 34.6 | 29.5 | |
| ELECTRAModel Size=BASE2021.05 | 22.9 | 32.4 | 27.7 | |
| ULR-ELECTRAModel Size=LARGE2021.05 | 22 | 31 | 26.5 | |
| ELECTRAModel Size=LARGE2021.05 | 20.4 | 24.7 | 22.6 |