Analogy recognition on Google
99.41AccuracyHuman
Evaluation results
| Method | Links | |
|---|---|---|
| Human2023.05 | 99.41 | |
| DeBERTa-v3 + ANALOGYKBBackbone=DeBERTa-v3, Knowledge Enhancement=ANALOGYKB, Filtering=Checked2023.05 | 98.8 | |
| Word Embedding from InstructGPTBackbone=InstructGPT, Embedding Type=Word2023.05 | 98.7 | |
| RoBERTa-Large + ANALOGYKBBackbone=RoBERTa-Large, Knowledge Enhancement=ANALOGYKB, Filtering=Checked2023.05 | 97.8 | |
| RoBERTa-LargeBackbone=RoBERTa-Large2023.05 | 96.9 | |
| Word Embedding from RoBERTa-LargeBackbone=RoBERTa-Large, Embedding Type=Word2023.05 | 96.6 | |
| DeBERTa-v3Backbone=DeBERTa-v32023.05 | 96.2 | |
| RoBERTa-Large + ANALOGYKB (w/o check)Backbone=RoBERTa-Large, Knowledge Enhancement=ANALOGYKB, Filtering=Unchecked2023.05 | 96.01 | |
| DeBERTa-v3 + ANALOGYKB (w/o check)Backbone=DeBERTa-v3, Knowledge Enhancement=ANALOGYKB, Filtering=Unchecked2023.05 | 96 | |
| Sentence Embedding from SimCSEBackbone=SimCSE, Embedding Type=Sentence2023.05 | 92.32 | |
| Sentence Embedding from SentenceBERTBackbone=SentenceBERT, Embedding Type=Sentence2023.05 | 90.45 | |
| BERT-LargeBackbone=BERT-Large2023.05 | 90.4 | |
| LUKEBackbone=LUKE2023.05 | 88.4 | |
| ERNIEBackbone=ERNIE2023.05 | 82.4 | |
| T5-LargeBackbone=T5-Large2023.05 | 75.6 |