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update evaluation scores
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lfoppiano committed Mar 26, 2024
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31 changes: 15 additions & 16 deletions doc/evaluation-scores.md
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Expand Up @@ -81,22 +81,21 @@ Units were evaluated using UNISCOR dataset. For more information check the secti
| Labels | CRF | | | | BERT_CRF | | | | Support |
|-----------------|-------|-------|-------|-|----------|-------|-------|--------|---------|
| Metrics | P | R | F1 | | P | R | F1 | St.dev | |
| `<base>` | 80.64 | 82.71 | 81.66 | | 75.42 | 75.84 | 75.52 | 0.0318 | 3228 |
| `<pow>` | 71.94 | 74.34 | 73.12 | | 81.48 | 55.58 | 66.00 | 0.1069 | 1773 |
| `<prefix>` | 92.6 | 86.48 | 89.43 | | 67.56 | 92.17 | 77.79 | 0.0300 | 1287 |
| ----- | |
| All (micro avg) | 80.39 | 81.12 | 80.76 | | 73.02 | 64.97 | 68.76 | 0.0167 | 6288 |

**TO BE RE-EVALUATED**

| Labels | BidLSTM_CRF | | | BidLSTM_CRF_FEATURES | | | | Support |
|-----------------|-------------|-------|-------|----------------------|-------|-------|--------|---------|
| Metrics | P | R | F1 | P | R | F1 | St.dev | |
| `<base>` | 56.01 | 50.34 | 53.02 | 59.98 | 56.33 | 58.09 | 0.0318 | 3228 |
| `<pow>` | 93.70 | 62.38 | 74.88 | 93.71 | 68.40 | 78.94 | 0.1069 | 1773 |
| `<prefix>` | 80.31 | 85.25 | 82.54 | 83.21 | 83.58 | 83.35 | 0.0300 | 1287 |
| ----- |
| All (micro avg) | 70.19 | 60.88 | 65.20 | 73.03 | 65.31 | 68.94 | 0.0167 | 6288 |
| `<base>` | 80.64 | 82.71 | 81.66 | | 73.63 | 76.26 | 74.89 | 0.0231 | 3228 |
| `<pow>` | 71.94 | 74.34 | 73.12 | | 80.20 | 57.35 | 66.75 | 0.0752 | 1773 |
| `<prefix>` | 92.6 | 86.48 | 89.43 | | 77.61 | 88.05 | 82.12 | 0.0338 | 1287 |
| ----- |
| All (micro avg) | 80.39 | 81.12 | 80.76 | | 75.55 | 73.34 | 74.41 | 0.0178 | 6288 |


| Labels | BidLSTM_CRF | | | | | BidLSTM_CRF_FEATURES | | | | Support |
|-----------------|-------------|-------|-------|---------|-|----------------------|---------|--------|--------|---------|
| Metrics | P | R | F1 | St.dev | | P | R | F1 | St.dev | |
| `<base>` | 52.17 | 46.16 | 48.93 | 0.0494 | | 51.99 | 48.00 | 49.88 | 0.0259 | 3228 |
| `<pow>` | 94.25 | 56.89 | 70.94 | 0.0125 | | 94.20 | 56.92 | 70.96 | 0.0062 | 1773 |
| `<prefix>` | 81.36 | 82.88 | 82.01 | 0.0119 | | 82.11 | 82.94 | 82.43 | 0.0201 | 1287 |
| ----- |
| All (micro avg) | 68.12 | 56.70 | 61.85 | 0.0282 | | 67.76 | 57.67 | 62.29 | 0.0173 | 6288 |

#### Values

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