Named entity recall rates of various models on the AISHELL-NER corpus
| Method | High-error scenario | Low-error scenario | |
|---|---|---|---|
| Baselines | |||
| Top-1 | 70.85 | 73.71 | |
| BART | 74.36 | 73.80 | |
| FastCorrect | 73.65 | 74.83 | |
| BERT | 77.28 | 77.95 | |
| CREAM | |||
| Error correction module | Text–speech matching module | ||
| BART | ASR | 79.66 | 78.46 |
| BART | MATE | 80.31 | 78.72 |
| BART | MIMICA | 78.49 | 77.48 |
| FastCorrect | ASR | 78.69 | 79.16 |
| FastCorrect | MATE | 79.25 | 79.66 |
| FastCorrect | MIMICA | 78.28 | 78.40 |
| BART | ASR+MATE+MIMICA | 80.70 | 79.55 |
| FastCorrect | ASR+MATE+MIMICA | 79.69 | 80.40 |
| Method | High-error scenario | Low-error scenario | |
|---|---|---|---|
| Top-1 | 70.85 | 73.71 | |
| 74.36 | 73.80 | ||
| FastCorrect | 73.65 | 74.83 | |
| 77.28 | 77.95 | ||
| Error correction module | Text | ||
| 79.66 | 78.46 | ||
| 78.49 | 77.48 | ||
| FastCorrect | 78.69 | 79.16 | |
| FastCorrect | |||
| FastCorrect | 78.28 | 78.40 | |
| ASR+MATE+MIMICA | 79.55 | ||
| FastCorrect | ASR+MATE+MIMICA | 79.69 | |
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