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@@ -172,3 +172,53 @@ This is also a base-sized model with many languages and many tasks, so capacity
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  # Evaluation
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Evaluation
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+ In these metrics, keep in mind that
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+ 1. That data is noisy
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+ 2. Sentence boundaries and true-casing is conditioned on predicted punctuation
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+
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+ <details>
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+ <summary>English</summary>
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+
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+ ```
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+ punct_post test report:
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+ label precision recall f1 support
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+ <NULL> (label_id: 0) 98.71 98.69 98.70 107750
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+ . (label_id: 1) 87.82 88.89 88.36 6005
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+ , (label_id: 2) 67.90 67.24 67.57 3571
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+ ? (label_id: 3) 80.51 78.19 79.33 486
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+ ? (label_id: 4) 0.00 0.00 0.00 0
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+ , (label_id: 5) 0.00 0.00 0.00 0
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+ 。 (label_id: 6) 0.00 0.00 0.00 0
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+ 、 (label_id: 7) 0.00 0.00 0.00 0
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+ ・ (label_id: 8) 0.00 0.00 0.00 0
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+ । (label_id: 9) 0.00 0.00 0.00 0
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+ ؟ (label_id: 10) 0.00 0.00 0.00 0
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+ ، (label_id: 11) 0.00 0.00 0.00 0
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+ ; (label_id: 12) 0.00 0.00 0.00 0
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+ ። (label_id: 13) 0.00 0.00 0.00 0
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+ ፣ (label_id: 14) 0.00 0.00 0.00 0
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+ ፧ (label_id: 15) 0.00 0.00 0.00 0
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+ -------------------
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+ micro avg 97.15 97.15 97.15 117812
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+ macro avg 83.74 83.25 83.49 117812
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+ weighted avg 97.15 97.15 97.15 117812
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+
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+ cap test report:
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+ label precision recall f1 support
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+ LOWER (label_id: 0) 99.62 99.49 99.56 362399
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+ UPPER (label_id: 1) 89.11 91.75 90.41 16506
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+ -------------------
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+ micro avg 99.15 99.15 99.15 378905
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+ macro avg 94.37 95.62 94.98 378905
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+ weighted avg 99.17 99.15 99.16 378905
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+
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+ seg test report:
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+ label precision recall f1 support
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+ NOSTOP (label_id: 0) 99.29 99.43 99.36 111466
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+ FULLSTOP (label_id: 1) 89.69 87.49 88.58 6346
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+ -------------------
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+ micro avg 98.78 98.78 98.78 117812
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+ macro avg 94.49 93.46 93.97 117812
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+ weighted avg 98.77 98.78 98.78 117812
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+ ```
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+ </details>