Text Classification on 20News (test)
65.9Top-1 AccuracyDIFFormer-s
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIFFormer-sLabels=40002024.10 | 65.9 | — | |
| SMPNNLabels=40002024.10 | 65.6 | — | |
| DIFFormer-aLabels=40002024.10 | 64.8 | — | |
| GCN-kNNLabels=40002024.10 | 64.3 | — | |
| GLCNLabels=40002024.10 | 64.1 | — | |
| ManiRegLabels=40002024.10 | 63.6 | — | |
| GAT-kNNLabels=40002024.10 | 62.9 | — | |
| SMPNNLabels=20002024.10 | 62.7 | — | |
| MLPLabels=40002024.10 | 62.4 | — | |
| DenseGATLabels=40002024.10 | 62.4 | — | |
| DIFFormer-aLabels=20002024.10 | 61.3 | — | |
| DIFFormer-sLabels=20002024.10 | 61.2 | — | |
| GCN-kNNLabels=20002024.10 | 60.6 | — | |
| GLCNLabels=20002024.10 | 60.2 | — | |
| ManiRegLabels=20002024.10 | 60 | — | |
| CooperLLMBackbone=DistilBERT, Batch Size=82026.01 | 59.98 | 4.4 | |
| DenseGATLabels=20002024.10 | 59.3 | — | |
| GAT-kNNLabels=20002024.10 | 59.1 | — | |
| SMPNNLabels=10002024.10 | 58.9 | — | |
| DIFFormer-aLabels=10002024.10 | 57.9 | — | |
| MLPLabels=20002024.10 | 57.8 | — | |
| DIFFormer-sLabels=10002024.10 | 57.7 | — | |
| ManiRegLabels=10002024.10 | 56.3 | — | |
| GLCNLabels=10002024.10 | 56.2 | — | |
| GCN-kNNLabels=10002024.10 | 56.1 | — | |
| GAT-kNNLabels=10002024.10 | 55.2 | — | |
| DenseGATLabels=10002024.10 | 54.6 | — | |
| MLPLabels=10002024.10 | 54.1 | — | |
| FwdLLMBackbone=DistilBERT, Batch Size=82026.01 | 51.1 | 1.6 | |
| FedAdapterBackbone=DistilBERT, Batch Size=82026.01 | 47.55 | 1.14 | |
| BitFitBackbone=DistilBERT, Batch Size=82026.01 | 33.92 | 1.06 | |
| Full-FTBackbone=DistilBERT, Batch Size=82026.01 | 14.07 | 1 |