Natural Language Understanding on MRPC, QQP, STS-B, MNLI, QNLI, RTE, SNLI, Sci, SICK, and Twi
90.2MRPC AccuracyRoBERTa-Large-MGRN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RoBERTa-Large-MGRNPre-train=true2026.04 | 90.2 | 91.2 | 90.6 | 90.2 | 90.1 | 94.2 | 84.1 | 91.2 | 94.2 | 91.4 | 92.3 | 90.7 | |
| BERT-Large-MGRNPre-train=true2026.04 | 89.9 | 90.2 | 88.1 | 86.8 | 86.7 | 93 | 72 | 91.1 | 94.3 | 91.2 | 92.4 | 88.8 | |
| RoBERTa-Base-MGRNPre-train=true2026.04 | 89.5 | 91.2 | 88.1 | 87.7 | 87.5 | 93.2 | 82.5 | 91.2 | 93.1 | 89.5 | 87.6 | 89.2 | |
| RoBERTa-LargePre-train=true2026.04 | 89.4 | 89.7 | 90.2 | 89.5 | 89.3 | 92.7 | 83.8 | 91.2 | 94.3 | 91.2 | 91.9 | 90.3 | |
| BERT-Base-MGRNPre-train=true2026.04 | 89.3 | 89.1 | 87.1 | 85.1 | 84.9 | 91.2 | 68.5 | 91.2 | 92.1 | 87.8 | 86.6 | 86.8 | |
| RoBERTa-BasePre-train=true2026.04 | 89.3 | 89.6 | 87.4 | 86.3 | 86.2 | 92.2 | 73.6 | 90.8 | 92.3 | 87.9 | 85.9 | 87.6 | |
| SyntaxBERTPre-train=true2026.04 | 89.2 | 89.6 | 88.1 | 84.9 | 84.6 | 91.1 | 68.9 | 91 | 92.7 | 88.7 | 87.3 | 86.3 | |
| MGRNPre-train=true2026.04 | 89.1 | 91.3 | 88.2 | 84.9 | 84.7 | 91.4 | 69.5 | 91.3 | 93.6 | 88.6 | 87.5 | 86.7 | |
| BERT-LargePre-train=true2026.04 | 88.9 | 89.3 | 87.6 | 86.8 | 86.3 | 92.7 | 70.1 | 91 | 94.4 | 91.1 | 91.5 | 88 | |
| UERBERTPre-train=true2026.04 | 88.3 | 90.5 | 85.1 | 84.2 | 83.5 | 90.6 | 67.1 | 90.8 | 92.2 | 87.8 | 86.2 | 86 | |
| SemBERTPre-train=true2026.04 | 88.2 | 90.2 | 87.3 | 84.4 | 84 | 90.9 | 69.3 | 90.9 | 92.5 | 87.9 | 86.8 | 86.5 | |
| BERT-BasePre-train=true2026.04 | 87.2 | 89.1 | 86.8 | 84.3 | 83.7 | 90.4 | 67.2 | 90.7 | 91.8 | 87.2 | 84.8 | 85.8 | |
| BiLSTM+ELMo+AttntPre-train=true2026.04 | 84.6 | 86.7 | 73.3 | 76.4 | 76.1 | 79.8 | 56.8 | 89 | 85.8 | 78.9 | 81.4 | 78.9 | |
| CAFEPre-train=false2026.04 | 82.4 | 88 | — | 78.7 | 77.9 | 81.5 | 56.8 | 88.5 | 83.3 | 72.3 | — | — | |
| OpenAI GPTPre-train=true2026.04 | 82.3 | 81.3 | 80 | 82.1 | 81.4 | 87.4 | 56 | 88.4 | 84.8 | 79.5 | 81.9 | 80.4 | |
| TransformerPre-train=false2026.04 | 81.7 | 84.4 | 73.6 | 72.3 | 71.4 | 80.3 | 58 | 84.6 | 72.9 | 70.3 | 68.8 | 74.4 | |
| ESIMPre-train=false2026.04 | 80.3 | 88.2 | — | 75.8 | 75.6 | 80.5 | — | 88 | 70.6 | 71.8 | — | — | |
| BiMPMPre-train=false2026.04 | 79.6 | 85 | — | 72.3 | 72.1 | 81.4 | 56.4 | — | — | — | — | — |