Open Access
Table 2
F1 scores with standard deviations on Few-NERD for both inter and intra settings
| Model | Intra | Inter | ||||||
|---|---|---|---|---|---|---|---|---|
| 1-2-shot | 5-10-shot | 1-2-shot | 5-10-shot | |||||
| 5-way | 10-way | 5-way | 10-way | 5-way | 10-way | 5-way | 10-way | |
| ProtoBERT | 23.45 | 19.76 | 41.93 | 34.61 | 44.44 | 39.09 | 58.80 | 53.97 |
| NNShot | 31.01 | 21.88 | 35.74 | 27.67 | 54.29 | 46.98 | 50.56 | 50.00 |
| StructShot | 35.92 | 25.38 | 38.83 | 26.39 | 57.33 | 49.46 | 57.16 | 49.39 |
| CONTaiNER | 40.43 | 33.84 | 53.70 | 47.49 | 55.95 | 48.35 | 61.83 | 57.12 |
| ESD | 41.44 | 32.29 | 50.68 | 42.92 | 66.46 | 59.95 | 74.14 | 67.91 |
| DecomMeta | 52.04 | 43.50 | 63.23 | 56.84 | 68.77 | 63.26 | 71.62 | 68.32 |
| SpanProto | 52.19 | 44.03 | 67.76 | 59.97 | 71.30 | 65.24 | 77.47 | 73.94 |
| TadNER | 60.78 | 55.44 | 67.94 | 60.87 | 64.83 | 64.06 | 72.12 | 69.94 |
| Ours | 52.14 | 46.83 | 69.21 | 61.74 | 71.84 | 64.54 | 78.67 | 75.69 |
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