Document Classification on Reuters
97.9AccuracyLDS-PN
Evaluation Results
| Method | Links | |
|---|---|---|
| LDS-PNWays=5, Shots=5-shot2026.02 | 97.9 | |
| MPAD-clique2019.08 | 97.57 | |
| MPAD-path2019.08 | 97.44 | |
| DiSAN2019.08 | 97.35 | |
| HN-ATT2019.08 | 97.25 | |
| CNN2019.08 | 97.21 | |
| MPAD2019.08 | 97.07 | |
| MPAD-sentence-att2019.08 | 96.89 | |
| LaSAMLWays=5, Shots=5-shot2026.02 | 96.7 | |
| MLADAWays=5, Shots=5-shot2026.02 | 96.7 | |
| WMD2019.08 | 96.5 | |
| SPGK2019.08 | 96.39 | |
| LSTM-GRNN2019.08 | 96.16 | |
| DS-FSLWays=5, Shots=5-shot2026.02 | 96 | |
| TARTWays=5, Shots=5-shot2026.02 | 95.6 | |
| SPCNetWays=5, Shots=5-shot2026.02 | 95.4 | |
| doc2vec2019.08 | 95.34 | |
| Way-DEWays=5, Shots=5-shot2026.02 | 95.2 | |
| Shot-DEWays=5, Shots=5-shot2026.02 | 95.1 | |
| DAN2019.08 | 94.79 | |
| ContrastNetWays=5, Shots=5-shot2026.02 | 94.6 | |
| ProtoVerbWays=5, Shots=5-shot2026.02 | 94.2 | |
| LDS-PNWays=5, Shots=1-shot2026.02 | 92.4 | |
| Shot-DEWays=5, Shots=1-shot2026.02 | 90.6 | |
| Way-DEWays=5, Shots=1-shot2026.02 | 90.6 | |
| LaSAMLWays=5, Shots=1-shot2026.02 | 90 | |
| ContrastNetWays=5, Shots=1-shot2026.02 | 88.5 | |
| TARTWays=5, Shots=1-shot2026.02 | 86.9 | |
| SPCNetWays=5, Shots=1-shot2026.02 | 86.8 | |
| ProtoVerbWays=5, Shots=1-shot2026.02 | 85.4 | |
| MLADAWays=5, Shots=1-shot2026.02 | 82.3 | |
| DS-FSLWays=5, Shots=1-shot2026.02 | 81.8 | |
| INWays=5, Shots=5-shot2026.02 | 67.9 | |
| PNWays=5, Shots=5-shot2026.02 | 66.9 | |
| MAMLWays=5, Shots=5-shot2026.02 | 62.9 | |
| PNWays=5, Shots=1-shot2026.02 | 59.6 | |
| INWays=5, Shots=1-shot2026.02 | 59.4 | |
| MAMLWays=5, Shots=1-shot2026.02 | 54.6 |