Text Classification on Sogou News
95.9AccuracyLDice
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LDicek-NN=k=7, setting=OOD2026.06 | 95.9 | — | — | |
| LJaccardk-NN=k=7, setting=OOD2026.06 | 95.9 | — | — | |
| BERTsetting=OOD2026.06 | 95.2 | — | — | |
| FedAvg-FNUC=52024.10 | 94.4 | 259 | 27.9 | |
| FedAvg-FedPartC=52024.10 | 94.4 | 86.3 | 20.8 | |
| FedAvg-FNUC=32024.10 | 94.3 | 155 | 16.7 | |
| FedAvg-FedPartC=32024.10 | 94.3 | 51.8 | 12.5 | |
| NCDgzipk-NN=k=7, setting=OOD2026.06 | 94.3 | — | — | |
| NCDlpk-NN=k=7, setting=OOD2026.06 | 94.3 | — | — | |
| FedAvg-FNUC=12024.10 | 94.2 | 51.8 | 5.58 | |
| FedAvg-FedPartC=12024.10 | 93.8 | 17.3 | 4.16 | |
| LDiceFew-shot=5-shot, k=72026.06 | 48.1 | — | — | |
| LJaccardFew-shot=5-shot, k=72026.06 | 48.1 | — | — | |
| NCDlpFew-shot=5-shot, k=72026.06 | 41.4 | — | — | |
| NCDgzipFew-shot=5-shot, k=72026.06 | 40.6 | — | — | |
| BERTFew-shot=5-shot2026.06 | 22.1 | — | — |