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@lfoppiano
lfoppiano committed Dec 15, 2023
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20 changes: 10 additions & 10 deletions doc/evaluation.rst
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Evaluation
**********

The results (Precision, Recall, F-score) for all the models have been obtained using a holdout set.
The results (Precision, R, F-score) for all the models have been obtained using a holdout set.
For DL models, we provide the average over 5 runs.


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+------------------+-----------+--------+---------+------------+--------+---------+
| Labels | CRF | BERT_CRF |
+==================+===========+========+=========+============+========+=========+
| Metrics | Precision | Recall | F1-Score| Precision | Recall | F1-Score|
| Metrics | P | R | F1| P | R | F1|
+------------------+-----------+--------+---------+------------+--------+---------+
| `<unitLeft>` | 88.74 | 83.19 | 85.87 | 93.99 | 90.30 | 92.11 |
+------------------+-----------+--------+---------+------------+--------+---------+
Expand All @@ -44,7 +44,7 @@ Quantities
+------------------+--------------+--------+---------+-------------------------+--------+---------+
| Labels | BidLSTM_CRF | BidLSTM_CRF_FEATURES |
+==================+==============+========+=========+=========================+========+=========+
| Metrics | Precision | Recall | F1-Score| Precision | Recall | F1-Score|
| Metrics | P | R | F1| P | R | F1|
+------------------+--------------+--------+---------+-------------------------+--------+---------+
| `<unitLeft>` | 88.56 | 92.07 | 90.28 | 88.91 | 92.20 | 90.53 |
+------------------+--------------+--------+---------+-------------------------+--------+---------+
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+------------------+-----------+--------+---------+------------+--------+---------+
| | CRF | BERT_CRF |
+==================+===========+========+=========+============+========+=========+
| Labels | Precision | Recall | F1-Score| Precision | Recall | F1-Score|
| Labels | P | R | F1| P | R | F1|
+------------------+-----------+--------+---------+------------+--------+---------+
| `<base>` | 80.57 | 82.34 | 81.45 | 61.41 | 57.08 | 59.16 |
+------------------+-----------+--------+---------+------------+--------+---------+
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+------------------+--------------+--------+---------+-------------------------+--------+---------+
| | BidLSTM_CRF | BidLSTM_CRF_FEATURES |
+==================+==============+========+=========+=========================+========+=========+
| Labels | Precision | Recall | F1-Score| Precision | Recall | F1-Score|
| Labels | P | R | F1| P | R | F1|
+------------------+--------------+--------+---------+-------------------------+--------+---------+
| `<base>` | 56.01 | 50.34 | 53.02 | 59.98 | 56.33 | 58.09 |
+------------------+--------------+--------+---------+-------------------------+--------+---------+
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+-----------------+------------+--------+------------+-----------+--------+----------+
| | CRF | BERT_CRF |
+=================+============+========+============+===========+========+==========+
| Labels | Precision | Recall | F1-Score | Precision | Recall | F1-Score |
| Labels | P | R | F1 | P | R | F1 |
+-----------------+------------+--------+------------+-----------+--------+----------+
| `<alpha>` | 98.06 | 96.03 | 92.02 | 98.59 | 99.53 | 99.05 |
+-----------------+------------+--------+------------+-----------+--------+----------+
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+-----------------+--------------+------+----------+-------------------------+---------+----------+
| | BidLSTM_CRF | BidLSTM_CRF_FEATURES |
+=================+============+========+==========+=========================+=========+==========+
| Labels | Precision | Recall | F1-Score | Precision | Recall | F1-Score |
| Labels | P | R | F1 | P | R | F1 |
+-----------------+------------+--------+----------+-------------------------+---------+----------+
| `<alpha>` | 97.67 | 99.53 | 98.58 | 97.82 | 99.53 | 98.66 |
+-----------------+------------+--------+----------+-------------------------+---------+----------+
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+---------------------+------------+--------+----------+----------------------+--------+----------+
| | CRF | BidLSTM_CRF_FEATURES |
+=====================+============+========+==========+======================+========+==========+
| Labels | Precision | Recall | F1-Score | Precision | Recall | F1-Score |
| Labels | P | R | F1 | P | R | F1 |
+---------------------+------------+--------+----------+----------------------+--------+----------+
| `<unitLeft>` | 96.45 | 95.06 | 95.74 | 95.17 | 96.67 | 95.91 |
+---------------------+------------+--------+----------+----------------------+--------+----------+
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+------------------+------------+--------+----------+-----------+--------+----------+
| | CRF | BidLSTM_CRF_FEATURES |
+==================+============+========+======================+========+==========+
| Labels | Precision | Recall | F1-Score | Precision | Recall | F1-Score |
| Labels | P | R | F1 | P | R | F1 |
+------------------+------------+--------+----------+-----------+-------+-----------+
| `<base>` | 98.82 | 99.14 | 98.98 | 98.26 | 98.52 | 98.39 |
+------------------+------------+--------+----------+-----------+-------+-----------+
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+------------------+------------+--------+----------+-----------+--------+----------+
| | CRF | BidLSTM_CRF_FEATURES |
+==================+============+========+======================+========+==========+
| Labels | Precision | Recall | F1-Score | Precision | Recall | F1-Score |
| Labels | P | R | F1 | P | R | F1 |
+------------------+------------+--------+----------+-----------+-------+-----------+
| `<alpha>` | 96.90 | 98.84 | 97.85 | 99.41 | 99.55 | 99.48 |
| `<base>` | 85.14 | 74.48 | 79.00 | 96.67 | 100.00| 98.00 |
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