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README.md
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---
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language:
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- id
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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model-index:
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- name: nerugm-base-3
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results: []
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Precision: 0.
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- Recall: 0.
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- F1: 0.
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## Model description
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs:
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### Training results
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| Training Loss | Epoch | Step
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### Framework versions
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---
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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- generated_from_trainer
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model-index:
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- name: nerugm-base-3
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results: []
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3544
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- Location Precision: 0.7407
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- Location Recall: 0.8451
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- Location F1: 0.7895
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- Location Number: 71
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- Organization Precision: 0.7160
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- Organization Recall: 0.8923
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- Organization F1: 0.7945
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- Organization Number: 65
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- Person Precision: 0.9032
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- Person Recall: 0.9333
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- Person F1: 0.9180
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- Person Number: 150
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- Quantity Precision: 0.8108
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- Quantity Recall: 0.9091
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- Quantity F1: 0.8571
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- Quantity Number: 33
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- Time Precision: 0.7742
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- Time Recall: 0.8571
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- Time F1: 0.8136
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- Time Number: 28
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- Overall Precision: 0.8104
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- Overall Recall: 0.8991
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- Overall F1: 0.8525
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- Overall Accuracy: 0.9646
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## Model description
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 100.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
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| 0.3501 | 1.0 | 106 | 0.1334 | 0.6905 | 0.8169 | 0.7484 | 71 | 0.5778 | 0.8 | 0.6710 | 65 | 0.8214 | 0.92 | 0.8679 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7282 | 0.8646 | 0.7905 | 0.9534 |
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| 0.1148 | 2.0 | 212 | 0.1362 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.5435 | 0.7576 | 0.6329 | 33 | 0.6757 | 0.8929 | 0.7692 | 28 | 0.7317 | 0.8646 | 0.7926 | 0.9559 |
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| 0.0732 | 3.0 | 318 | 0.1441 | 0.7108 | 0.8310 | 0.7662 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7722 | 0.8790 | 0.8221 | 0.9573 |
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| 0.0453 | 4.0 | 424 | 0.1703 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.6420 | 0.8 | 0.7123 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8214 | 0.8214 | 0.8214 | 28 | 0.7815 | 0.8761 | 0.8261 | 0.9571 |
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| 0.0312 | 5.0 | 530 | 0.1751 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.7179 | 0.8615 | 0.7832 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7837 | 0.8876 | 0.8324 | 0.9612 |
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| 0.0236 | 6.0 | 636 | 0.2089 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.6667 | 0.8571 | 0.75 | 28 | 0.7637 | 0.8847 | 0.8198 | 0.9571 |
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| 0.017 | 7.0 | 742 | 0.2112 | 0.8108 | 0.8451 | 0.8276 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7317 | 0.9091 | 0.8108 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8031 | 0.8818 | 0.8407 | 0.9578 |
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| 0.0133 | 8.0 | 848 | 0.2172 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7317 | 0.9091 | 0.8108 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8 | 0.8991 | 0.8467 | 0.9602 |
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| 0.0096 | 9.0 | 954 | 0.2395 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7933 | 0.8847 | 0.8365 | 0.9585 |
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| 0.0077 | 10.0 | 1060 | 0.2625 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9568 |
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| 0.0059 | 11.0 | 1166 | 0.2354 | 0.7975 | 0.8873 | 0.8400 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.8053 | 0.8818 | 0.8418 | 0.9648 |
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| 0.0078 | 12.0 | 1272 | 0.2161 | 0.8194 | 0.8310 | 0.8252 | 71 | 0.7703 | 0.8769 | 0.8201 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8320 | 0.8847 | 0.8575 | 0.9675 |
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| 0.0044 | 13.0 | 1378 | 0.2630 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.75 | 0.9091 | 0.8219 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.8052 | 0.8934 | 0.8470 | 0.9622 |
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| 0.0047 | 14.0 | 1484 | 0.2509 | 0.8267 | 0.8732 | 0.8493 | 71 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.8132 | 0.8905 | 0.8501 | 0.9639 |
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| 0.0041 | 15.0 | 1590 | 0.2882 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.75 | 0.9091 | 0.8219 | 33 | 0.6857 | 0.8571 | 0.7619 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9581 |
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| 0.0044 | 16.0 | 1696 | 0.2675 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.8824 | 0.9 | 0.8911 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7969 | 0.8818 | 0.8372 | 0.9605 |
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| 0.0032 | 17.0 | 1802 | 0.2877 | 0.8026 | 0.8592 | 0.8299 | 71 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.6857 | 0.8571 | 0.7619 | 28 | 0.7963 | 0.8790 | 0.8356 | 0.9612 |
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| 0.0034 | 18.0 | 1908 | 0.2849 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8831 | 0.9067 | 0.8947 | 150 | 0.75 | 0.9091 | 0.8219 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.8074 | 0.8818 | 0.8430 | 0.9614 |
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| 0.0051 | 19.0 | 2014 | 0.2656 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.7179 | 0.8615 | 0.7832 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.8094 | 0.8934 | 0.8493 | 0.9644 |
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| 0.0029 | 20.0 | 2120 | 0.2750 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.7027 | 0.8 | 0.7482 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.8 | 0.8485 | 0.8235 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7933 | 0.8847 | 0.8365 | 0.9639 |
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| 0.0051 | 21.0 | 2226 | 0.2634 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8074 | 0.8818 | 0.8430 | 0.9644 |
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| 0.003 | 22.0 | 2332 | 0.2914 | 0.7922 | 0.8592 | 0.8243 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7692 | 0.9091 | 0.8333 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7980 | 0.8991 | 0.8455 | 0.9614 |
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| 0.0035 | 23.0 | 2438 | 0.2690 | 0.8158 | 0.8732 | 0.8435 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8235 | 0.8876 | 0.8544 | 0.9646 |
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| 0.0024 | 24.0 | 2544 | 0.3015 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.9020 | 0.92 | 0.9109 | 150 | 0.7692 | 0.9091 | 0.8333 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7904 | 0.9020 | 0.8425 | 0.9602 |
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| 0.0032 | 25.0 | 2650 | 0.2816 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.7534 | 0.8462 | 0.7971 | 65 | 0.9 | 0.9 | 0.9 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8226 | 0.8818 | 0.8512 | 0.9636 |
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| 0.003 | 26.0 | 2756 | 0.2818 | 0.7875 | 0.8873 | 0.8344 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.7692 | 0.9091 | 0.8333 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8170 | 0.8876 | 0.8508 | 0.9636 |
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| 0.0016 | 27.0 | 2862 | 0.2843 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8158 | 0.8934 | 0.8528 | 0.9648 |
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| 0.0025 | 28.0 | 2968 | 0.3239 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7403 | 0.8769 | 0.8028 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.7297 | 0.8182 | 0.7714 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8153 | 0.8905 | 0.8512 | 0.9607 |
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| 0.0026 | 29.0 | 3074 | 0.3090 | 0.7901 | 0.9014 | 0.8421 | 71 | 0.7436 | 0.8923 | 0.8112 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.8172 | 0.9020 | 0.8575 | 0.9651 |
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| 0.0041 | 30.0 | 3180 | 0.3021 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7429 | 0.8 | 0.7704 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8138 | 0.8818 | 0.8465 | 0.9627 |
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| 0.0054 | 31.0 | 3286 | 0.3126 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.7222 | 0.8 | 0.7591 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.6667 | 0.8571 | 0.75 | 28 | 0.7912 | 0.8847 | 0.8354 | 0.9595 |
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| 0.002 | 32.0 | 3392 | 0.3112 | 0.7922 | 0.8592 | 0.8243 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8961 | 0.92 | 0.9079 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8133 | 0.8790 | 0.8449 | 0.9629 |
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| 0.0023 | 33.0 | 3498 | 0.3178 | 0.8 | 0.9014 | 0.8477 | 71 | 0.7429 | 0.8 | 0.7704 | 65 | 0.8961 | 0.92 | 0.9079 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9639 |
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| 0.0045 | 34.0 | 3604 | 0.2926 | 0.8077 | 0.8873 | 0.8456 | 71 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8047 | 0.8905 | 0.8454 | 0.9639 |
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| 0.0026 | 35.0 | 3710 | 0.3152 | 0.7738 | 0.9155 | 0.8387 | 71 | 0.6211 | 0.9077 | 0.7375 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.6944 | 0.8929 | 0.7812 | 28 | 0.7732 | 0.9135 | 0.8375 | 0.9581 |
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| 0.0017 | 36.0 | 3816 | 0.2750 | 0.8133 | 0.8592 | 0.8356 | 71 | 0.7826 | 0.8308 | 0.8060 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8434 | 0.8847 | 0.8636 | 0.9670 |
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| 0.0016 | 37.0 | 3922 | 0.3137 | 0.8077 | 0.8873 | 0.8456 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7974 | 0.8963 | 0.8440 | 0.9595 |
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| 110 |
+
| 0.002 | 38.0 | 4028 | 0.3117 | 0.7895 | 0.8451 | 0.8163 | 71 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8005 | 0.8905 | 0.8431 | 0.9610 |
|
| 111 |
+
| 0.0031 | 39.0 | 4134 | 0.3023 | 0.7901 | 0.9014 | 0.8421 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.8 | 0.8485 | 0.8235 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.8051 | 0.9049 | 0.8521 | 0.9610 |
|
| 112 |
+
| 0.0018 | 40.0 | 4240 | 0.3118 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.6782 | 0.9077 | 0.7763 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7934 | 0.8963 | 0.8417 | 0.9619 |
|
| 113 |
+
| 0.0022 | 41.0 | 4346 | 0.2662 | 0.7821 | 0.8592 | 0.8188 | 71 | 0.7179 | 0.8615 | 0.7832 | 65 | 0.9007 | 0.9067 | 0.9037 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.8209 | 0.8847 | 0.8516 | 0.9636 |
|
| 114 |
+
| 0.0006 | 42.0 | 4452 | 0.3214 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7903 | 0.8905 | 0.8374 | 0.9597 |
|
| 115 |
+
| 0.0011 | 43.0 | 4558 | 0.3224 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7964 | 0.8905 | 0.8408 | 0.9617 |
|
| 116 |
+
| 0.0015 | 44.0 | 4664 | 0.3049 | 0.7875 | 0.8873 | 0.8344 | 71 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8896 | 0.9133 | 0.9013 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7954 | 0.8963 | 0.8428 | 0.9619 |
|
| 117 |
+
| 0.0023 | 45.0 | 4770 | 0.2673 | 0.7821 | 0.8592 | 0.8188 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8933 | 0.8933 | 0.8933 | 150 | 0.8286 | 0.8788 | 0.8529 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8167 | 0.8732 | 0.8440 | 0.9648 |
|
| 118 |
+
| 0.0015 | 46.0 | 4876 | 0.2788 | 0.8158 | 0.8732 | 0.8435 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.9079 | 0.92 | 0.9139 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8342 | 0.8847 | 0.8587 | 0.9663 |
|
| 119 |
+
| 0.0019 | 47.0 | 4982 | 0.2904 | 0.8182 | 0.8873 | 0.8514 | 71 | 0.7887 | 0.8615 | 0.8235 | 65 | 0.9139 | 0.92 | 0.9169 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8424 | 0.8934 | 0.8671 | 0.9670 |
|
| 120 |
+
| 0.0016 | 48.0 | 5088 | 0.3056 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.9085 | 0.9267 | 0.9175 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8047 | 0.8905 | 0.8454 | 0.9622 |
|
| 121 |
+
| 0.0021 | 49.0 | 5194 | 0.3019 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.9079 | 0.92 | 0.9139 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.8284 | 0.8905 | 0.8583 | 0.9644 |
|
| 122 |
+
| 0.0013 | 50.0 | 5300 | 0.3193 | 0.75 | 0.8451 | 0.7947 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8010 | 0.8818 | 0.8395 | 0.9605 |
|
| 123 |
+
| 0.0013 | 51.0 | 5406 | 0.3206 | 0.7821 | 0.8592 | 0.8188 | 71 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9617 |
|
| 124 |
+
| 0.0014 | 52.0 | 5512 | 0.2989 | 0.8026 | 0.8592 | 0.8299 | 71 | 0.7237 | 0.8462 | 0.7801 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8280 | 0.8876 | 0.8567 | 0.9653 |
|
| 125 |
+
| 0.0007 | 53.0 | 5618 | 0.3026 | 0.8082 | 0.8310 | 0.8194 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.8056 | 0.8788 | 0.8406 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.8379 | 0.8790 | 0.8579 | 0.9673 |
|
| 126 |
+
| 0.0014 | 54.0 | 5724 | 0.3058 | 0.7922 | 0.8592 | 0.8243 | 71 | 0.7342 | 0.8923 | 0.8056 | 65 | 0.8839 | 0.9133 | 0.8984 | 150 | 0.8286 | 0.8788 | 0.8529 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.8267 | 0.8934 | 0.8587 | 0.9670 |
|
| 127 |
+
| 0.0013 | 55.0 | 5830 | 0.3199 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.7397 | 0.8308 | 0.7826 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7297 | 0.8182 | 0.7714 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8133 | 0.8790 | 0.8449 | 0.9619 |
|
| 128 |
+
| 0.002 | 56.0 | 5936 | 0.3332 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7534 | 0.8462 | 0.7971 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8175 | 0.8905 | 0.8524 | 0.9622 |
|
| 129 |
+
| 0.0006 | 57.0 | 6042 | 0.3459 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8078 | 0.8963 | 0.8497 | 0.9612 |
|
| 130 |
+
| 0.0014 | 58.0 | 6148 | 0.3268 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7195 | 0.9077 | 0.8027 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8057 | 0.8963 | 0.8486 | 0.9614 |
|
| 131 |
+
| 0.0012 | 59.0 | 6254 | 0.3488 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8954 | 0.9133 | 0.9043 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7980 | 0.8991 | 0.8455 | 0.9605 |
|
| 132 |
+
| 0.0015 | 60.0 | 6360 | 0.3345 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.7 | 0.8615 | 0.7724 | 65 | 0.9020 | 0.92 | 0.9109 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.8158 | 0.8934 | 0.8528 | 0.9622 |
|
| 133 |
+
| 0.0005 | 61.0 | 6466 | 0.3476 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.7467 | 0.8615 | 0.8 | 65 | 0.8961 | 0.92 | 0.9079 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8179 | 0.8934 | 0.8540 | 0.9624 |
|
| 134 |
+
| 0.001 | 62.0 | 6572 | 0.3546 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7403 | 0.8769 | 0.8028 | 65 | 0.8961 | 0.92 | 0.9079 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8179 | 0.8934 | 0.8540 | 0.9634 |
|
| 135 |
+
| 0.0008 | 63.0 | 6678 | 0.3561 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8073 | 0.8934 | 0.8482 | 0.9617 |
|
| 136 |
+
| 0.0012 | 64.0 | 6784 | 0.3312 | 0.7875 | 0.8873 | 0.8344 | 71 | 0.7273 | 0.8615 | 0.7887 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8206 | 0.8963 | 0.8567 | 0.9624 |
|
| 137 |
+
| 0.0017 | 65.0 | 6890 | 0.3443 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8084 | 0.8876 | 0.8462 | 0.9602 |
|
| 138 |
+
| 0.0005 | 66.0 | 6996 | 0.3465 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7990 | 0.8818 | 0.8384 | 0.9602 |
|
| 139 |
+
| 0.0004 | 67.0 | 7102 | 0.3289 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7671 | 0.8615 | 0.8116 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8249 | 0.8963 | 0.8591 | 0.9639 |
|
| 140 |
+
| 0.0002 | 68.0 | 7208 | 0.3339 | 0.7949 | 0.8732 | 0.8322 | 71 | 0.7467 | 0.8615 | 0.8 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8249 | 0.8963 | 0.8591 | 0.9641 |
|
| 141 |
+
| 0.0006 | 69.0 | 7314 | 0.3517 | 0.7975 | 0.8873 | 0.8400 | 71 | 0.6129 | 0.8769 | 0.7215 | 65 | 0.8961 | 0.92 | 0.9079 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7873 | 0.8963 | 0.8383 | 0.9581 |
|
| 142 |
+
| 0.001 | 70.0 | 7420 | 0.3228 | 0.8052 | 0.8732 | 0.8378 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9648 |
|
| 143 |
+
| 0.0002 | 71.0 | 7526 | 0.3305 | 0.7975 | 0.8873 | 0.8400 | 71 | 0.7436 | 0.8923 | 0.8112 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8189 | 0.8991 | 0.8571 | 0.9634 |
|
| 144 |
+
| 0.0006 | 72.0 | 7632 | 0.3083 | 0.8133 | 0.8592 | 0.8356 | 71 | 0.7397 | 0.8308 | 0.7826 | 65 | 0.9211 | 0.9333 | 0.9272 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8320 | 0.8847 | 0.8575 | 0.9675 |
|
| 145 |
+
| 0.0003 | 73.0 | 7738 | 0.3165 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.9145 | 0.9267 | 0.9205 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9668 |
|
| 146 |
+
| 0.0002 | 74.0 | 7844 | 0.3182 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.75 | 0.8769 | 0.8085 | 65 | 0.9205 | 0.9267 | 0.9236 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8257 | 0.8876 | 0.8556 | 0.9680 |
|
| 147 |
+
| 0.0012 | 75.0 | 7950 | 0.3436 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.7284 | 0.9077 | 0.8082 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8088 | 0.9020 | 0.8529 | 0.9641 |
|
| 148 |
+
| 0.0002 | 76.0 | 8056 | 0.3500 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.7195 | 0.9077 | 0.8027 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8109 | 0.9020 | 0.8540 | 0.9636 |
|
| 149 |
+
| 0.0007 | 77.0 | 8162 | 0.3345 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7375 | 0.9077 | 0.8138 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8172 | 0.9020 | 0.8575 | 0.9646 |
|
| 150 |
+
| 0.0006 | 78.0 | 8268 | 0.3225 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7639 | 0.8462 | 0.8029 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.824 | 0.8905 | 0.8560 | 0.9656 |
|
| 151 |
+
| 0.0002 | 79.0 | 8374 | 0.3341 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8218 | 0.8905 | 0.8548 | 0.9651 |
|
| 152 |
+
| 0.0005 | 80.0 | 8480 | 0.3452 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8235 | 0.8876 | 0.8544 | 0.9651 |
|
| 153 |
+
| 0.0002 | 81.0 | 8586 | 0.3453 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9651 |
|
| 154 |
+
| 0.0002 | 82.0 | 8692 | 0.3554 | 0.7412 | 0.8873 | 0.8077 | 71 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8073 | 0.8934 | 0.8482 | 0.9641 |
|
| 155 |
+
| 0.0005 | 83.0 | 8798 | 0.3355 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.9073 | 0.9133 | 0.9103 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8238 | 0.8761 | 0.8492 | 0.9651 |
|
| 156 |
+
| 0.0002 | 84.0 | 8904 | 0.3493 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8037 | 0.8847 | 0.8422 | 0.9634 |
|
| 157 |
+
| 0.0003 | 85.0 | 9010 | 0.3494 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.72 | 0.8308 | 0.7714 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8053 | 0.8818 | 0.8418 | 0.9636 |
|
| 158 |
+
| 0.0002 | 86.0 | 9116 | 0.3524 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.7237 | 0.8462 | 0.7801 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8058 | 0.8847 | 0.8434 | 0.9641 |
|
| 159 |
+
| 0.0002 | 87.0 | 9222 | 0.3664 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8 | 0.8991 | 0.8467 | 0.9629 |
|
| 160 |
+
| 0.0002 | 88.0 | 9328 | 0.3722 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.6742 | 0.9231 | 0.7792 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8031 | 0.9049 | 0.8509 | 0.9627 |
|
| 161 |
+
| 0.0002 | 89.0 | 9434 | 0.3670 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8062 | 0.8991 | 0.8501 | 0.9629 |
|
| 162 |
+
| 0.0002 | 90.0 | 9540 | 0.3680 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8062 | 0.8991 | 0.8501 | 0.9629 |
|
| 163 |
+
| 0.0002 | 91.0 | 9646 | 0.3627 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8015 | 0.8963 | 0.8463 | 0.9629 |
|
| 164 |
+
| 0.0002 | 92.0 | 9752 | 0.3727 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8026 | 0.9020 | 0.8494 | 0.9629 |
|
| 165 |
+
| 0.0002 | 93.0 | 9858 | 0.3716 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7995 | 0.8963 | 0.8451 | 0.9622 |
|
| 166 |
+
| 0.0002 | 94.0 | 9964 | 0.3578 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7284 | 0.9077 | 0.8082 | 65 | 0.9145 | 0.9267 | 0.9205 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8168 | 0.8991 | 0.8560 | 0.9644 |
|
| 167 |
+
| 0.0002 | 95.0 | 10070 | 0.3566 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7284 | 0.9077 | 0.8082 | 65 | 0.9145 | 0.9267 | 0.9205 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8168 | 0.8991 | 0.8560 | 0.9646 |
|
| 168 |
+
| 0.0006 | 96.0 | 10176 | 0.3609 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8104 | 0.8991 | 0.8525 | 0.9641 |
|
| 169 |
+
| 0.0003 | 97.0 | 10282 | 0.3629 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8104 | 0.8991 | 0.8525 | 0.9641 |
|
| 170 |
+
| 0.0002 | 98.0 | 10388 | 0.3555 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8104 | 0.8991 | 0.8525 | 0.9646 |
|
| 171 |
+
| 0.0002 | 99.0 | 10494 | 0.3545 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8104 | 0.8991 | 0.8525 | 0.9648 |
|
| 172 |
+
| 0.0004 | 100.0 | 10600 | 0.3544 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8104 | 0.8991 | 0.8525 | 0.9646 |
|
| 173 |
|
| 174 |
|
| 175 |
### Framework versions
|