Finetuning
Result
Base Model
| Size | NSMC (acc) |
Naver NER (F1) |
PAWS (acc) |
KorNLI (acc) |
KorSTS (spearman) |
Question Pair (acc) |
KorQuaD (Dev) (EM/F1) |
Korean-Hate-Speech (Dev) (F1) |
|
|---|---|---|---|---|---|---|---|---|---|
| KoBERT | 351M | 89.59 | 87.92 | 81.25 | 79.62 | 81.59 | 94.85 | 51.75 / 79.15 | 66.21 |
| XLM-Roberta-Base | 1.03G | 89.03 | 86.65 | 82.80 | 80.23 | 78.45 | 93.80 | 64.70 / 88.94 | 64.06 |
| HanBERT | 614M | 90.06 | 87.70 | 82.95 | 80.32 | 82.73 | 94.72 | 78.74 / 92.02 | 68.32 |
| KoELECTRA-Base-v3 | 431M | 90.63 | 88.11 | 84.45 | 82.24 | 85.53 | 95.25 | 84.83 / 93.45 | 67.61 |
| Soongsil-BERT | 370M | 91.2 | - | - | - | 76 | 94 | - | 69 |
Small Model
| Size | NSMC (acc) |
Naver NER (F1) |
PAWS (acc) |
KorNLI (acc) |
KorSTS (spearman) |
Question Pair (acc) |
KorQuaD (Dev) (EM/F1) |
Korean-Hate-Speech (Dev) (F1) |
|
|---|---|---|---|---|---|---|---|---|---|
| DistilKoBERT | 108M | 88.60 | 84.65 | 60.50 | 72.00 | 72.59 | 92.48 | 54.40 / 77.97 | 60.72 |
| KoELECTRA-Small-v3 | 54M | 89.36 | 85.40 | 77.45 | 78.60 | 80.79 | 94.85 | 82.11 / 91.13 | 63.07 |
| Soongsil-BERT | 213M | 90.7 | 84 | 69.1 | 76 | - | 92 | - | 66 |
Reference
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