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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-4
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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-4
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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: 0.3182
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- Location Precision: 0.775
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- Location Recall: 0.8493
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- Location F1: 0.8105
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- Location Number: 73
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- Organization Precision: 0.6753
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- Organization Recall: 0.8
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- Organization F1: 0.7324
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- Organization Number: 65
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- Person Precision: 0.9216
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- Person Recall: 0.94
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- Person F1: 0.9307
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- Person Number: 150
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- Quantity Precision: 0.8438
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- Quantity Recall: 0.9310
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- Quantity F1: 0.8852
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- Quantity Number: 29
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- Time Precision: 0.8571
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- Time Recall: 0.8824
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- Time F1: 0.8696
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- Time Number: 34
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- Overall Precision: 0.8276
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- Overall Recall: 0.8889
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- Overall F1: 0.8571
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- Overall Accuracy: 0.9665
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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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| 0.3177 | 1.0 | 106 | 0.1283 | 0.6818 | 0.8219 | 0.7453 | 73 | 0.5949 | 0.7231 | 0.6528 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.9167 | 0.9706 | 0.9429 | 34 | 0.7469 | 0.8575 | 0.7984 | 0.9577 |
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| 0.1156 | 2.0 | 212 | 0.1248 | 0.7356 | 0.8767 | 0.8 | 73 | 0.5532 | 0.8 | 0.6541 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7422 | 0.8775 | 0.8042 | 0.9579 |
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| 0.071 | 3.0 | 318 | 0.1212 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6923 | 0.6923 | 0.6923 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8529 | 0.8529 | 0.8529 | 34 | 0.8071 | 0.8462 | 0.8261 | 0.9641 |
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| 0.0488 | 4.0 | 424 | 0.1652 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7756 | 0.8860 | 0.8271 | 0.9567 |
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| 0.0347 | 5.0 | 530 | 0.1546 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8267 | 0.8832 | 0.8540 | 0.9663 |
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| 0.0238 | 6.0 | 636 | 0.1829 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6778 | 0.9385 | 0.7871 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8045 | 0.9145 | 0.856 | 0.9648 |
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| 0.0178 | 7.0 | 742 | 0.2152 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6538 | 0.7846 | 0.7133 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7837 | 0.8775 | 0.8280 | 0.9589 |
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| 0.0148 | 8.0 | 848 | 0.2022 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6438 | 0.7231 | 0.6812 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8064 | 0.8661 | 0.8352 | 0.9638 |
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| 0.0136 | 9.0 | 954 | 0.2267 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5862 | 0.7846 | 0.6711 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7469 | 0.8661 | 0.8021 | 0.9559 |
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| 0.0107 | 10.0 | 1060 | 0.2492 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.7864 | 0.8917 | 0.8358 | 0.9584 |
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| 0.0087 | 11.0 | 1166 | 0.2341 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6184 | 0.7231 | 0.6667 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.7829 | 0.8632 | 0.8211 | 0.9621 |
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| 0.0061 | 12.0 | 1272 | 0.2519 | 0.84 | 0.8630 | 0.8514 | 73 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8010 | 0.8946 | 0.8452 | 0.9638 |
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| 0.0052 | 13.0 | 1378 | 0.2631 | 0.7529 | 0.8767 | 0.8101 | 73 | 0.6310 | 0.8154 | 0.7114 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7731 | 0.8832 | 0.8245 | 0.9594 |
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| 0.0045 | 14.0 | 1484 | 0.2546 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7985 | 0.8917 | 0.8425 | 0.9643 |
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| 0.0064 | 15.0 | 1590 | 0.2393 | 0.8267 | 0.8493 | 0.8378 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.8235 | 0.9655 | 0.8889 | 29 | 0.9143 | 0.9412 | 0.9275 | 34 | 0.8311 | 0.8974 | 0.8630 | 0.9668 |
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| 0.005 | 16.0 | 1696 | 0.2433 | 0.8592 | 0.8356 | 0.8472 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.8235 | 0.9655 | 0.8889 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8225 | 0.8974 | 0.8583 | 0.9643 |
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| 0.0059 | 17.0 | 1802 | 0.2708 | 0.7375 | 0.8082 | 0.7712 | 73 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.7955 | 0.8974 | 0.8434 | 0.9626 |
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| 0.0034 | 18.0 | 1908 | 0.2898 | 0.8310 | 0.8082 | 0.8194 | 73 | 0.6316 | 0.9231 | 0.7500 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8889 | 0.9412 | 0.9143 | 34 | 0.8061 | 0.9003 | 0.8506 | 0.9601 |
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| 0.0069 | 19.0 | 2014 | 0.2897 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.7929 | 0.8946 | 0.8407 | 0.9601 |
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| 0.0054 | 20.0 | 2120 | 0.2854 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6064 | 0.8769 | 0.7170 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8235 | 0.9655 | 0.8889 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.79 | 0.9003 | 0.8415 | 0.9609 |
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| 0.0064 | 21.0 | 2226 | 0.2661 | 0.7733 | 0.7945 | 0.7838 | 73 | 0.6129 | 0.8769 | 0.7215 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7775 | 0.8860 | 0.8282 | 0.9591 |
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| 0.004 | 22.0 | 2332 | 0.2437 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.8485 | 0.9655 | 0.9032 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8092 | 0.9060 | 0.8548 | 0.9648 |
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| 0.004 | 23.0 | 2438 | 0.2315 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6795 | 0.8154 | 0.7413 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.8710 | 0.9310 | 0.9 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8068 | 0.8803 | 0.8420 | 0.9660 |
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| 0.0036 | 24.0 | 2544 | 0.2499 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8175 | 0.9060 | 0.8595 | 0.9643 |
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| 0.0042 | 25.0 | 2650 | 0.2664 | 0.7901 | 0.8767 | 0.8312 | 73 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.7965 | 0.9031 | 0.8465 | 0.9651 |
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| 0.0026 | 26.0 | 2756 | 0.2571 | 0.7805 | 0.8767 | 0.8258 | 73 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7970 | 0.8946 | 0.8430 | 0.9631 |
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| 0.0017 | 27.0 | 2862 | 0.2379 | 0.8219 | 0.8219 | 0.8219 | 73 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8125 | 0.8889 | 0.8490 | 0.9668 |
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| 0.0031 | 28.0 | 2968 | 0.2355 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8285 | 0.8946 | 0.8603 | 0.9702 |
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| 101 |
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| 0.0022 | 29.0 | 3074 | 0.2478 | 0.7529 | 0.8767 | 0.8101 | 73 | 0.6757 | 0.7692 | 0.7194 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8141 | 0.8860 | 0.8486 | 0.9687 |
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| 102 |
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| 0.0016 | 30.0 | 3180 | 0.2569 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8062 | 0.8889 | 0.8455 | 0.9668 |
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| 103 |
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| 0.0027 | 31.0 | 3286 | 0.2658 | 0.8310 | 0.8082 | 0.8194 | 73 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8237 | 0.8917 | 0.8564 | 0.9648 |
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| 104 |
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| 0.0022 | 32.0 | 3392 | 0.2450 | 0.8732 | 0.8493 | 0.8611 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.9032 | 0.9655 | 0.9333 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8518 | 0.9003 | 0.8753 | 0.9685 |
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| 105 |
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| 0.0026 | 33.0 | 3498 | 0.2538 | 0.8732 | 0.8493 | 0.8611 | 73 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.9032 | 0.9655 | 0.9333 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8598 | 0.9088 | 0.8837 | 0.9687 |
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| 0.0019 | 34.0 | 3604 | 0.2428 | 0.8514 | 0.8630 | 0.8571 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8931 | 0.9467 | 0.9191 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.848 | 0.9060 | 0.8760 | 0.9710 |
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| 0.003 | 35.0 | 3710 | 0.2540 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.7308 | 0.8769 | 0.7972 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.8710 | 0.9310 | 0.9 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.8507 | 0.9088 | 0.8788 | 0.9700 |
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| 0.0008 | 36.0 | 3816 | 0.2480 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.8710 | 0.9310 | 0.9 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8462 | 0.9088 | 0.8764 | 0.9707 |
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| 0.0016 | 37.0 | 3922 | 0.2423 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.7467 | 0.8615 | 0.8 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.8431 | 0.9031 | 0.8721 | 0.9714 |
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| 110 |
+
| 0.0031 | 38.0 | 4028 | 0.2741 | 0.8056 | 0.7945 | 0.8 | 73 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8179 | 0.8832 | 0.8493 | 0.9633 |
|
| 111 |
+
| 0.002 | 39.0 | 4134 | 0.2759 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.8026 | 0.8917 | 0.8448 | 0.9633 |
|
| 112 |
+
| 0.0012 | 40.0 | 4240 | 0.3095 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.9133 | 0.9133 | 0.9133 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.8175 | 0.8803 | 0.8477 | 0.9631 |
|
| 113 |
+
| 0.0017 | 41.0 | 4346 | 0.2806 | 0.7436 | 0.7945 | 0.7682 | 73 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8896 | 0.9133 | 0.9013 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.7948 | 0.8718 | 0.8315 | 0.9643 |
|
| 114 |
+
| 0.0022 | 42.0 | 4452 | 0.2940 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.625 | 0.7692 | 0.6897 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8062 | 0.8889 | 0.8455 | 0.9638 |
|
| 115 |
+
| 0.002 | 43.0 | 4558 | 0.2900 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9646 |
|
| 116 |
+
| 0.002 | 44.0 | 4664 | 0.2349 | 0.84 | 0.8630 | 0.8514 | 73 | 0.7576 | 0.7692 | 0.7634 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9143 | 0.9412 | 0.9275 | 34 | 0.8674 | 0.8946 | 0.8808 | 0.9707 |
|
| 117 |
+
| 0.0025 | 45.0 | 4770 | 0.2615 | 0.7867 | 0.8082 | 0.7973 | 73 | 0.7188 | 0.7077 | 0.7132 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8440 | 0.8632 | 0.8535 | 0.9673 |
|
| 118 |
+
| 0.0024 | 46.0 | 4876 | 0.3120 | 0.7079 | 0.8630 | 0.7778 | 73 | 0.6575 | 0.7385 | 0.6957 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.7918 | 0.8775 | 0.8324 | 0.9611 |
|
| 119 |
+
| 0.0025 | 47.0 | 4982 | 0.3171 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.5977 | 0.8 | 0.6842 | 65 | 0.8839 | 0.9133 | 0.8984 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.7868 | 0.8832 | 0.8322 | 0.9619 |
|
| 120 |
+
| 0.0031 | 48.0 | 5088 | 0.3087 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6533 | 0.7538 | 0.7 | 65 | 0.9139 | 0.92 | 0.9169 | 150 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8063 | 0.8775 | 0.8404 | 0.9636 |
|
| 121 |
+
| 0.0016 | 49.0 | 5194 | 0.2773 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8355 | 0.8974 | 0.8654 | 0.9665 |
|
| 122 |
+
| 0.0014 | 50.0 | 5300 | 0.2776 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8311 | 0.8974 | 0.8630 | 0.9675 |
|
| 123 |
+
| 0.0009 | 51.0 | 5406 | 0.2767 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.75 | 0.8308 | 0.7883 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8522 | 0.9031 | 0.8769 | 0.9692 |
|
| 124 |
+
| 0.0016 | 52.0 | 5512 | 0.2852 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8441 | 0.8946 | 0.8686 | 0.9673 |
|
| 125 |
+
| 0.0011 | 53.0 | 5618 | 0.2844 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8360 | 0.9003 | 0.8669 | 0.9673 |
|
| 126 |
+
| 0.0007 | 54.0 | 5724 | 0.3248 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8125 | 0.8889 | 0.8490 | 0.9633 |
|
| 127 |
+
| 0.0011 | 55.0 | 5830 | 0.3255 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.8031 | 0.8946 | 0.8464 | 0.9631 |
|
| 128 |
+
| 0.0008 | 56.0 | 5936 | 0.3201 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.7015 | 0.7231 | 0.7121 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.8485 | 0.9655 | 0.9032 | 29 | 0.9394 | 0.9118 | 0.9254 | 34 | 0.8209 | 0.8746 | 0.8469 | 0.9626 |
|
| 129 |
+
| 0.0005 | 57.0 | 6042 | 0.3173 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.9145 | 0.9267 | 0.9205 | 150 | 0.8 | 0.9655 | 0.8750 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8104 | 0.8889 | 0.8478 | 0.9643 |
|
| 130 |
+
| 0.0002 | 58.0 | 6148 | 0.3324 | 0.7045 | 0.8493 | 0.7702 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8031 | 0.8946 | 0.8464 | 0.9648 |
|
| 131 |
+
| 0.0009 | 59.0 | 6254 | 0.3073 | 0.7531 | 0.8356 | 0.7922 | 73 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8237 | 0.8917 | 0.8564 | 0.9668 |
|
| 132 |
+
| 0.0023 | 60.0 | 6360 | 0.3163 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.7324 | 0.8 | 0.7647 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.8235 | 0.9655 | 0.8889 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8237 | 0.8917 | 0.8564 | 0.9643 |
|
| 133 |
+
| 0.0004 | 61.0 | 6466 | 0.3007 | 0.7662 | 0.8082 | 0.7867 | 73 | 0.7313 | 0.7538 | 0.7424 | 65 | 0.9150 | 0.9333 | 0.9241 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8402 | 0.8689 | 0.8543 | 0.9670 |
|
| 134 |
+
| 0.0009 | 62.0 | 6572 | 0.3026 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.7273 | 0.8615 | 0.7887 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8268 | 0.8974 | 0.8607 | 0.9685 |
|
| 135 |
+
| 0.0014 | 63.0 | 6678 | 0.2926 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7308 | 0.8769 | 0.7972 | 65 | 0.9145 | 0.9267 | 0.9205 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.8311 | 0.8974 | 0.8630 | 0.9660 |
|
| 136 |
+
| 0.0009 | 64.0 | 6784 | 0.3260 | 0.6854 | 0.8356 | 0.7531 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.9272 | 0.9333 | 0.9302 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.8062 | 0.8889 | 0.8455 | 0.9633 |
|
| 137 |
+
| 0.001 | 65.0 | 6890 | 0.3161 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.9281 | 0.9467 | 0.9373 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8271 | 0.8860 | 0.8556 | 0.9621 |
|
| 138 |
+
| 0.0004 | 66.0 | 6996 | 0.3022 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.9276 | 0.94 | 0.9338 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8307 | 0.8946 | 0.8615 | 0.9663 |
|
| 139 |
+
| 0.0005 | 67.0 | 7102 | 0.3112 | 0.7045 | 0.8493 | 0.7702 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7934 | 0.8860 | 0.8371 | 0.9638 |
|
| 140 |
+
| 0.0015 | 68.0 | 7208 | 0.3064 | 0.7901 | 0.8767 | 0.8312 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.9392 | 0.9267 | 0.9329 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8396 | 0.8946 | 0.8662 | 0.9665 |
|
| 141 |
+
| 0.0016 | 69.0 | 7314 | 0.3031 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.8449 | 0.9003 | 0.8717 | 0.9690 |
|
| 142 |
+
| 0.0014 | 70.0 | 7420 | 0.3171 | 0.75 | 0.8630 | 0.8025 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8115 | 0.8832 | 0.8458 | 0.9641 |
|
| 143 |
+
| 0.0007 | 71.0 | 7526 | 0.3164 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8146 | 0.8889 | 0.8501 | 0.9653 |
|
| 144 |
+
| 0.0007 | 72.0 | 7632 | 0.3045 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.9205 | 0.9267 | 0.9236 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8235 | 0.8775 | 0.8497 | 0.9658 |
|
| 145 |
+
| 0.0004 | 73.0 | 7738 | 0.3073 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.7222 | 0.8 | 0.7591 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8428 | 0.8860 | 0.8639 | 0.9668 |
|
| 146 |
+
| 0.0005 | 74.0 | 7844 | 0.3145 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8179 | 0.8832 | 0.8493 | 0.9643 |
|
| 147 |
+
| 0.0006 | 75.0 | 7950 | 0.3069 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.9272 | 0.9333 | 0.9302 | 150 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8378 | 0.8832 | 0.8599 | 0.9660 |
|
| 148 |
+
| 0.0003 | 76.0 | 8056 | 0.3071 | 0.775 | 0.8493 | 0.8105 | 73 | 0.7164 | 0.7385 | 0.7273 | 65 | 0.9276 | 0.94 | 0.9338 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8392 | 0.8775 | 0.8579 | 0.9663 |
|
| 149 |
+
| 0.001 | 77.0 | 8162 | 0.2990 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6806 | 0.7538 | 0.7153 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8289 | 0.8832 | 0.8552 | 0.9678 |
|
| 150 |
+
| 0.0005 | 78.0 | 8268 | 0.3077 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.6341 | 0.8 | 0.7075 | 65 | 0.9211 | 0.9333 | 0.9272 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8146 | 0.8889 | 0.8501 | 0.9663 |
|
| 151 |
+
| 0.0001 | 79.0 | 8374 | 0.3112 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8182 | 0.8974 | 0.8560 | 0.9665 |
|
| 152 |
+
| 0.0001 | 80.0 | 8480 | 0.3062 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.7344 | 0.7231 | 0.7287 | 65 | 0.9276 | 0.94 | 0.9338 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8481 | 0.8746 | 0.8612 | 0.9680 |
|
| 153 |
+
| 0.0005 | 81.0 | 8586 | 0.3124 | 0.775 | 0.8493 | 0.8105 | 73 | 0.7027 | 0.8 | 0.7482 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8298 | 0.8889 | 0.8583 | 0.9670 |
|
| 154 |
+
| 0.0003 | 82.0 | 8692 | 0.3051 | 0.775 | 0.8493 | 0.8105 | 73 | 0.7027 | 0.8 | 0.7482 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8391 | 0.8917 | 0.8646 | 0.9680 |
|
| 155 |
+
| 0.0002 | 83.0 | 8798 | 0.2994 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.7222 | 0.8 | 0.7591 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8459 | 0.8917 | 0.8682 | 0.9695 |
|
| 156 |
+
| 0.0001 | 84.0 | 8904 | 0.3011 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.7222 | 0.8 | 0.7591 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8486 | 0.8946 | 0.8710 | 0.9697 |
|
| 157 |
+
| 0.0002 | 85.0 | 9010 | 0.2963 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7286 | 0.7846 | 0.7556 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9091 | 0.8824 | 0.8955 | 34 | 0.8493 | 0.8832 | 0.8659 | 0.9700 |
|
| 158 |
+
| 0.0002 | 86.0 | 9116 | 0.3072 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.7027 | 0.8 | 0.7482 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.875 | 0.9655 | 0.9180 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8414 | 0.8917 | 0.8658 | 0.9683 |
|
| 159 |
+
| 0.0004 | 87.0 | 9222 | 0.3196 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8347 | 0.8917 | 0.8623 | 0.9670 |
|
| 160 |
+
| 0.0001 | 88.0 | 9328 | 0.3200 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8347 | 0.8917 | 0.8623 | 0.9673 |
|
| 161 |
+
| 0.0001 | 89.0 | 9434 | 0.3098 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.7123 | 0.8 | 0.7536 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8410 | 0.8889 | 0.8643 | 0.9685 |
|
| 162 |
+
| 0.0001 | 90.0 | 9540 | 0.3229 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.7027 | 0.8 | 0.7482 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8369 | 0.8917 | 0.8634 | 0.9678 |
|
| 163 |
+
| 0.0002 | 91.0 | 9646 | 0.3313 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.832 | 0.8889 | 0.8595 | 0.9660 |
|
| 164 |
+
| 0.0005 | 92.0 | 9752 | 0.3042 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9091 | 0.8824 | 0.8955 | 34 | 0.8491 | 0.8974 | 0.8726 | 0.9683 |
|
| 165 |
+
| 0.0002 | 93.0 | 9858 | 0.2960 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.9338 | 0.94 | 0.9369 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.9091 | 0.8824 | 0.8955 | 34 | 0.8533 | 0.8946 | 0.8734 | 0.9700 |
|
| 166 |
+
| 0.0001 | 94.0 | 9964 | 0.3042 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8298 | 0.8889 | 0.8583 | 0.9680 |
|
| 167 |
+
| 0.0001 | 95.0 | 10070 | 0.3163 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8280 | 0.8917 | 0.8587 | 0.9670 |
|
| 168 |
+
| 0.0001 | 96.0 | 10176 | 0.3187 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8280 | 0.8917 | 0.8587 | 0.9670 |
|
| 169 |
+
| 0.0002 | 97.0 | 10282 | 0.3178 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9665 |
|
| 170 |
+
| 0.0002 | 98.0 | 10388 | 0.3165 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9668 |
|
| 171 |
+
| 0.0001 | 99.0 | 10494 | 0.3173 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9668 |
|
| 172 |
+
| 0.0001 | 100.0 | 10600 | 0.3182 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9665 |
|
| 173 |
|
| 174 |
|
| 175 |
### Framework versions
|