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---
license: other
base_model: peldrak/segformer-b3-ade-512-512-finetuned-coastTrain
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline
This model is a fine-tuned version of [peldrak/segformer-b3-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b3-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2531
- Mean Iou: 0.7677
- Mean Accuracy: 0.8502
- Overall Accuracy: 0.9340
- Accuracy Water: 0.9810
- Accuracy Whitewater: 0.5654
- Accuracy Sediment: 0.8995
- Accuracy Other Natural Terrain: 0.7891
- Accuracy Vegetation: 0.8969
- Accuracy Development: 0.8221
- Accuracy Unknown: 0.9974
- Iou Water: 0.9535
- Iou Whitewater: 0.4217
- Iou Sediment: 0.8288
- Iou Other Natural Terrain: 0.6339
- Iou Vegetation: 0.8151
- Iou Development: 0.7244
- Iou Unknown: 0.9964
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.2485 | 0.24 | 20 | 0.4622 | 0.5668 | 0.6676 | 0.8536 | 0.9523 | 0.2722 | 0.9426 | 0.0 | 0.9170 | 0.5995 | 0.9897 | 0.9004 | 0.2295 | 0.6418 | 0.0 | 0.6785 | 0.5280 | 0.9890 |
| 0.4894 | 0.49 | 40 | 0.3645 | 0.6103 | 0.7022 | 0.8775 | 0.9738 | 0.2414 | 0.9207 | 0.1627 | 0.9260 | 0.6974 | 0.9932 | 0.9318 | 0.2117 | 0.6742 | 0.1589 | 0.7242 | 0.5807 | 0.9904 |
| 0.4931 | 0.73 | 60 | 0.3257 | 0.6374 | 0.7168 | 0.8940 | 0.9790 | 0.1616 | 0.8723 | 0.2837 | 0.9522 | 0.7731 | 0.9955 | 0.9359 | 0.1529 | 0.7241 | 0.2724 | 0.7487 | 0.6360 | 0.9920 |
| 0.1766 | 0.98 | 80 | 0.2769 | 0.6970 | 0.7755 | 0.9123 | 0.9726 | 0.3993 | 0.9157 | 0.6302 | 0.9080 | 0.6049 | 0.9976 | 0.9443 | 0.3230 | 0.7710 | 0.5134 | 0.7866 | 0.5485 | 0.9921 |
| 0.6156 | 1.22 | 100 | 0.2895 | 0.6691 | 0.7372 | 0.9115 | 0.9696 | 0.1418 | 0.9271 | 0.5343 | 0.9293 | 0.6601 | 0.9981 | 0.9435 | 0.1371 | 0.7252 | 0.4855 | 0.7931 | 0.6066 | 0.9929 |
| 0.4116 | 1.46 | 120 | 0.2715 | 0.7026 | 0.7775 | 0.9135 | 0.9521 | 0.2680 | 0.9245 | 0.6565 | 0.8937 | 0.7554 | 0.9922 | 0.9225 | 0.2401 | 0.7913 | 0.5413 | 0.7691 | 0.6637 | 0.9905 |
| 0.261 | 1.71 | 140 | 0.2459 | 0.7193 | 0.8036 | 0.9186 | 0.9770 | 0.3963 | 0.8738 | 0.6637 | 0.8956 | 0.8211 | 0.9973 | 0.9387 | 0.3074 | 0.7904 | 0.5513 | 0.7829 | 0.6708 | 0.9933 |
| 0.2603 | 1.95 | 160 | 0.2538 | 0.7189 | 0.7987 | 0.9159 | 0.9752 | 0.3829 | 0.9032 | 0.7231 | 0.8610 | 0.7478 | 0.9975 | 0.9288 | 0.3082 | 0.7996 | 0.5457 | 0.7713 | 0.6843 | 0.9943 |
| 0.3266 | 2.2 | 180 | 0.2468 | 0.7232 | 0.8227 | 0.9118 | 0.9734 | 0.4478 | 0.9127 | 0.8202 | 0.7856 | 0.8226 | 0.9967 | 0.9337 | 0.3322 | 0.8097 | 0.5550 | 0.7399 | 0.6988 | 0.9936 |
| 0.1754 | 2.44 | 200 | 0.2850 | 0.7269 | 0.8031 | 0.9209 | 0.9764 | 0.3942 | 0.8998 | 0.6822 | 0.8980 | 0.7752 | 0.9957 | 0.9300 | 0.3147 | 0.8116 | 0.5579 | 0.7858 | 0.6944 | 0.9937 |
| 0.1391 | 2.68 | 220 | 0.2787 | 0.7316 | 0.8041 | 0.9264 | 0.9678 | 0.4164 | 0.9050 | 0.6179 | 0.9497 | 0.7737 | 0.9982 | 0.9474 | 0.3268 | 0.8058 | 0.5714 | 0.8035 | 0.6720 | 0.9946 |
| 0.1294 | 2.93 | 240 | 0.2869 | 0.7176 | 0.8170 | 0.9100 | 0.9752 | 0.4576 | 0.9232 | 0.9012 | 0.7608 | 0.7034 | 0.9976 | 0.9455 | 0.3430 | 0.7795 | 0.5795 | 0.7315 | 0.6496 | 0.9948 |
| 0.3478 | 3.17 | 260 | 0.2799 | 0.7348 | 0.8127 | 0.9238 | 0.9792 | 0.4352 | 0.8693 | 0.6888 | 0.9183 | 0.8048 | 0.9935 | 0.9461 | 0.3369 | 0.8102 | 0.5753 | 0.7904 | 0.6923 | 0.9926 |
| 0.1053 | 3.41 | 280 | 0.2963 | 0.7227 | 0.7986 | 0.9234 | 0.9837 | 0.4045 | 0.8366 | 0.5931 | 0.9610 | 0.8150 | 0.9966 | 0.9409 | 0.3144 | 0.7928 | 0.5578 | 0.8011 | 0.6577 | 0.9939 |
| 0.3786 | 3.66 | 300 | 0.2416 | 0.7282 | 0.8228 | 0.9137 | 0.9689 | 0.4874 | 0.9182 | 0.8059 | 0.8081 | 0.7729 | 0.9984 | 0.9455 | 0.3525 | 0.8143 | 0.5534 | 0.7431 | 0.6944 | 0.9937 |
| 0.3046 | 3.9 | 320 | 0.2374 | 0.7406 | 0.8148 | 0.9279 | 0.9820 | 0.3912 | 0.8961 | 0.7267 | 0.8996 | 0.8111 | 0.9966 | 0.9438 | 0.3180 | 0.8193 | 0.5968 | 0.8014 | 0.7111 | 0.9940 |
| 0.1098 | 4.15 | 340 | 0.2479 | 0.7278 | 0.8012 | 0.9258 | 0.9816 | 0.2957 | 0.8885 | 0.7045 | 0.8956 | 0.8445 | 0.9977 | 0.9488 | 0.2557 | 0.8194 | 0.5799 | 0.7923 | 0.7036 | 0.9948 |
| 0.1654 | 4.39 | 360 | 0.2757 | 0.7484 | 0.8304 | 0.9290 | 0.9751 | 0.4714 | 0.8718 | 0.7298 | 0.9119 | 0.8562 | 0.9965 | 0.9508 | 0.3615 | 0.8222 | 0.6089 | 0.8021 | 0.6989 | 0.9944 |
| 0.1079 | 4.63 | 380 | 0.2821 | 0.7171 | 0.8052 | 0.9095 | 0.9789 | 0.3882 | 0.9159 | 0.8147 | 0.7865 | 0.7563 | 0.9959 | 0.9358 | 0.3245 | 0.7857 | 0.5545 | 0.7318 | 0.6930 | 0.9942 |
| 0.1849 | 4.88 | 400 | 0.2637 | 0.7398 | 0.8191 | 0.9250 | 0.9773 | 0.4225 | 0.8793 | 0.6972 | 0.9008 | 0.8600 | 0.9967 | 0.9472 | 0.3367 | 0.8212 | 0.5715 | 0.7886 | 0.7189 | 0.9946 |
| 0.1643 | 5.12 | 420 | 0.3350 | 0.7221 | 0.7861 | 0.9244 | 0.9782 | 0.3296 | 0.9235 | 0.5713 | 0.9536 | 0.7526 | 0.9939 | 0.9458 | 0.2901 | 0.7973 | 0.5429 | 0.8014 | 0.6843 | 0.9927 |
| 0.1595 | 5.37 | 440 | 0.2582 | 0.7366 | 0.8255 | 0.9196 | 0.9769 | 0.4560 | 0.8771 | 0.7617 | 0.8518 | 0.8582 | 0.9965 | 0.9464 | 0.3440 | 0.8231 | 0.5601 | 0.7647 | 0.7237 | 0.9946 |
| 0.3171 | 5.61 | 460 | 0.2579 | 0.7433 | 0.8317 | 0.9261 | 0.9681 | 0.5031 | 0.9291 | 0.7243 | 0.8871 | 0.8137 | 0.9965 | 0.9506 | 0.3517 | 0.8177 | 0.5841 | 0.7930 | 0.7112 | 0.9950 |
| 0.2955 | 5.85 | 480 | 0.2975 | 0.7288 | 0.8072 | 0.9226 | 0.9758 | 0.4648 | 0.9149 | 0.6695 | 0.9146 | 0.7139 | 0.9967 | 0.9498 | 0.3452 | 0.7954 | 0.5683 | 0.7901 | 0.6579 | 0.9948 |
| 0.0857 | 6.1 | 500 | 0.2707 | 0.7307 | 0.8236 | 0.9194 | 0.9792 | 0.5026 | 0.9181 | 0.7281 | 0.8591 | 0.7821 | 0.9957 | 0.9512 | 0.3523 | 0.8017 | 0.5624 | 0.7724 | 0.6806 | 0.9944 |
| 0.109 | 6.34 | 520 | 0.2674 | 0.7488 | 0.8316 | 0.9312 | 0.9738 | 0.5295 | 0.9087 | 0.6734 | 0.9363 | 0.8021 | 0.9977 | 0.9524 | 0.3633 | 0.8258 | 0.5984 | 0.8127 | 0.6945 | 0.9948 |
| 0.0593 | 6.59 | 540 | 0.2806 | 0.7376 | 0.8273 | 0.9204 | 0.9756 | 0.4729 | 0.9084 | 0.8021 | 0.8373 | 0.7988 | 0.9962 | 0.9491 | 0.3463 | 0.8215 | 0.5723 | 0.7676 | 0.7121 | 0.9947 |
| 0.099 | 6.83 | 560 | 0.2874 | 0.7421 | 0.8331 | 0.9237 | 0.9626 | 0.4619 | 0.9334 | 0.7321 | 0.8586 | 0.8852 | 0.9982 | 0.9486 | 0.3640 | 0.8238 | 0.5798 | 0.7802 | 0.7024 | 0.9957 |
| 0.0665 | 7.07 | 580 | 0.2642 | 0.7462 | 0.8177 | 0.9291 | 0.9780 | 0.5176 | 0.8784 | 0.6685 | 0.9544 | 0.7287 | 0.9983 | 0.9493 | 0.3841 | 0.8119 | 0.5980 | 0.8057 | 0.6788 | 0.9953 |
| 0.1285 | 7.32 | 600 | 0.2347 | 0.7495 | 0.8500 | 0.9236 | 0.9799 | 0.5332 | 0.8905 | 0.8549 | 0.8181 | 0.8766 | 0.9968 | 0.9483 | 0.3906 | 0.8197 | 0.6088 | 0.7745 | 0.7102 | 0.9946 |
| 0.1299 | 7.56 | 620 | 0.2630 | 0.7506 | 0.8232 | 0.9311 | 0.9751 | 0.4683 | 0.9292 | 0.6923 | 0.9228 | 0.7773 | 0.9976 | 0.9489 | 0.3754 | 0.8070 | 0.6084 | 0.8172 | 0.7028 | 0.9948 |
| 0.0504 | 7.8 | 640 | 0.2964 | 0.7358 | 0.8238 | 0.9172 | 0.9790 | 0.4852 | 0.9113 | 0.7586 | 0.8335 | 0.8016 | 0.9976 | 0.9481 | 0.3776 | 0.8139 | 0.5465 | 0.7591 | 0.7105 | 0.9953 |
| 0.0795 | 8.05 | 660 | 0.2654 | 0.7443 | 0.8427 | 0.9198 | 0.9764 | 0.5517 | 0.9103 | 0.8286 | 0.8150 | 0.8193 | 0.9978 | 0.9506 | 0.3918 | 0.8173 | 0.5768 | 0.7619 | 0.7163 | 0.9953 |
| 0.0614 | 8.29 | 680 | 0.2904 | 0.7452 | 0.8165 | 0.9303 | 0.9763 | 0.4578 | 0.8990 | 0.6315 | 0.9536 | 0.8003 | 0.9973 | 0.9496 | 0.3518 | 0.8172 | 0.5805 | 0.8118 | 0.7105 | 0.9951 |
| 0.1476 | 8.54 | 700 | 0.2814 | 0.7498 | 0.8324 | 0.9276 | 0.9785 | 0.5138 | 0.9093 | 0.7335 | 0.8910 | 0.8028 | 0.9979 | 0.9489 | 0.3821 | 0.8168 | 0.5909 | 0.7981 | 0.7165 | 0.9956 |
| 0.0669 | 8.78 | 720 | 0.2774 | 0.7483 | 0.8374 | 0.9250 | 0.9741 | 0.5476 | 0.9217 | 0.7477 | 0.8710 | 0.8020 | 0.9980 | 0.9313 | 0.3931 | 0.8220 | 0.5795 | 0.7975 | 0.7196 | 0.9953 |
| 0.142 | 9.02 | 740 | 0.2362 | 0.7624 | 0.8555 | 0.9327 | 0.9784 | 0.6280 | 0.8959 | 0.7341 | 0.9111 | 0.8425 | 0.9983 | 0.9516 | 0.4124 | 0.8211 | 0.6182 | 0.8158 | 0.7224 | 0.9952 |
| 0.1258 | 9.27 | 760 | 0.2666 | 0.7597 | 0.8357 | 0.9329 | 0.9762 | 0.4810 | 0.9161 | 0.7439 | 0.9043 | 0.8311 | 0.9975 | 0.9554 | 0.3793 | 0.8262 | 0.6165 | 0.8111 | 0.7338 | 0.9954 |
| 0.1541 | 9.51 | 780 | 0.2484 | 0.7630 | 0.8423 | 0.9334 | 0.9797 | 0.5260 | 0.9084 | 0.7548 | 0.9043 | 0.8259 | 0.9973 | 0.9543 | 0.3991 | 0.8244 | 0.6228 | 0.8147 | 0.7307 | 0.9953 |
| 0.1689 | 9.76 | 800 | 0.2151 | 0.7710 | 0.8619 | 0.9341 | 0.9747 | 0.6199 | 0.9143 | 0.8381 | 0.8751 | 0.8127 | 0.9985 | 0.9553 | 0.4257 | 0.8333 | 0.6421 | 0.8117 | 0.7341 | 0.9952 |
| 0.0931 | 10.0 | 820 | 0.2422 | 0.7506 | 0.8239 | 0.9325 | 0.9783 | 0.4062 | 0.9162 | 0.7139 | 0.9116 | 0.8443 | 0.9969 | 0.9528 | 0.3324 | 0.8236 | 0.6103 | 0.8137 | 0.7265 | 0.9953 |
| 0.1109 | 10.24 | 840 | 0.2336 | 0.7522 | 0.8271 | 0.9321 | 0.9774 | 0.4327 | 0.9191 | 0.7334 | 0.9027 | 0.8263 | 0.9981 | 0.9530 | 0.3442 | 0.8194 | 0.6136 | 0.8110 | 0.7283 | 0.9960 |
| 0.0561 | 10.49 | 860 | 0.2991 | 0.7572 | 0.8445 | 0.9284 | 0.9743 | 0.5846 | 0.9094 | 0.7471 | 0.8933 | 0.8066 | 0.9966 | 0.9514 | 0.4134 | 0.8200 | 0.5952 | 0.7985 | 0.7261 | 0.9955 |
| 0.0701 | 10.73 | 880 | 0.2647 | 0.7554 | 0.8481 | 0.9286 | 0.9774 | 0.6203 | 0.9098 | 0.7382 | 0.8929 | 0.7991 | 0.9990 | 0.9534 | 0.4082 | 0.8163 | 0.5967 | 0.8006 | 0.7175 | 0.9951 |
| 0.1528 | 10.98 | 900 | 0.2988 | 0.7626 | 0.8573 | 0.9310 | 0.9713 | 0.6322 | 0.9123 | 0.7464 | 0.8980 | 0.8442 | 0.9969 | 0.9548 | 0.4138 | 0.8368 | 0.6036 | 0.8022 | 0.7317 | 0.9956 |
| 0.0514 | 11.22 | 920 | 0.2537 | 0.7528 | 0.8314 | 0.9302 | 0.9749 | 0.4371 | 0.9270 | 0.8595 | 0.8548 | 0.7694 | 0.9970 | 0.9527 | 0.3550 | 0.8248 | 0.6354 | 0.8004 | 0.7063 | 0.9951 |
| 0.0959 | 11.46 | 940 | 0.2897 | 0.7458 | 0.8233 | 0.9279 | 0.9835 | 0.4569 | 0.8963 | 0.7962 | 0.8808 | 0.7523 | 0.9974 | 0.9499 | 0.3569 | 0.8096 | 0.6191 | 0.7974 | 0.6918 | 0.9958 |
| 0.1997 | 11.71 | 960 | 0.3142 | 0.7512 | 0.8251 | 0.9295 | 0.9745 | 0.5071 | 0.9290 | 0.6819 | 0.9251 | 0.7615 | 0.9964 | 0.9537 | 0.3946 | 0.8181 | 0.5902 | 0.8052 | 0.7017 | 0.9953 |
| 0.0724 | 11.95 | 980 | 0.2794 | 0.7525 | 0.8318 | 0.9290 | 0.9822 | 0.4696 | 0.9038 | 0.7310 | 0.8897 | 0.8489 | 0.9973 | 0.9557 | 0.3727 | 0.8276 | 0.5890 | 0.7970 | 0.7299 | 0.9957 |
| 0.0668 | 12.2 | 1000 | 0.2911 | 0.7447 | 0.8175 | 0.9321 | 0.9844 | 0.3514 | 0.9008 | 0.7032 | 0.9105 | 0.8749 | 0.9970 | 0.9500 | 0.2946 | 0.8281 | 0.6032 | 0.8126 | 0.7290 | 0.9953 |
| 0.0574 | 12.44 | 1020 | 0.2565 | 0.7619 | 0.8407 | 0.9330 | 0.9797 | 0.5386 | 0.9173 | 0.7298 | 0.9096 | 0.8120 | 0.9982 | 0.9545 | 0.3984 | 0.8306 | 0.6073 | 0.8131 | 0.7338 | 0.9956 |
| 0.0696 | 12.68 | 1040 | 0.2657 | 0.7595 | 0.8366 | 0.9339 | 0.9808 | 0.4966 | 0.9101 | 0.7057 | 0.9197 | 0.8458 | 0.9979 | 0.9520 | 0.3767 | 0.8308 | 0.6096 | 0.8173 | 0.7345 | 0.9956 |
| 0.3274 | 12.93 | 1060 | 0.2586 | 0.7465 | 0.8222 | 0.9297 | 0.9793 | 0.3965 | 0.9265 | 0.7214 | 0.8877 | 0.8457 | 0.9983 | 0.9539 | 0.3307 | 0.8268 | 0.5935 | 0.8017 | 0.7235 | 0.9953 |
| 0.0817 | 13.17 | 1080 | 0.2783 | 0.7569 | 0.8496 | 0.9265 | 0.9772 | 0.5303 | 0.9224 | 0.8566 | 0.8235 | 0.8395 | 0.9975 | 0.9548 | 0.4030 | 0.8286 | 0.6126 | 0.7783 | 0.7250 | 0.9963 |
| 0.0787 | 13.41 | 1100 | 0.2517 | 0.7489 | 0.8218 | 0.9294 | 0.9802 | 0.4487 | 0.9232 | 0.7094 | 0.9058 | 0.7883 | 0.9968 | 0.9527 | 0.3654 | 0.8222 | 0.5939 | 0.8027 | 0.7105 | 0.9951 |
| 0.1024 | 13.66 | 1120 | 0.2590 | 0.7569 | 0.8290 | 0.9327 | 0.9812 | 0.4873 | 0.9080 | 0.7041 | 0.9259 | 0.7986 | 0.9977 | 0.9543 | 0.3833 | 0.8266 | 0.6094 | 0.8118 | 0.7171 | 0.9960 |
| 0.0888 | 13.9 | 1140 | 0.2647 | 0.7489 | 0.8352 | 0.9228 | 0.9812 | 0.5251 | 0.9169 | 0.7856 | 0.8447 | 0.7955 | 0.9973 | 0.9491 | 0.4024 | 0.8276 | 0.5748 | 0.7738 | 0.7184 | 0.9958 |
| 0.0946 | 14.15 | 1160 | 0.2453 | 0.7571 | 0.8370 | 0.9298 | 0.9823 | 0.5318 | 0.9002 | 0.7619 | 0.8942 | 0.7913 | 0.9973 | 0.9531 | 0.4046 | 0.8240 | 0.6086 | 0.8008 | 0.7125 | 0.9960 |
| 0.0529 | 14.39 | 1180 | 0.2514 | 0.7596 | 0.8460 | 0.9298 | 0.9808 | 0.5804 | 0.9014 | 0.7354 | 0.8979 | 0.8289 | 0.9970 | 0.9559 | 0.4197 | 0.8307 | 0.5978 | 0.7990 | 0.7183 | 0.9958 |
| 0.0495 | 14.63 | 1200 | 0.2323 | 0.7634 | 0.8491 | 0.9324 | 0.9790 | 0.5831 | 0.9267 | 0.7848 | 0.8862 | 0.7861 | 0.9977 | 0.9550 | 0.4175 | 0.8280 | 0.6217 | 0.8103 | 0.7151 | 0.9962 |
| 0.0401 | 14.88 | 1220 | 0.2248 | 0.7677 | 0.8467 | 0.9366 | 0.9796 | 0.5337 | 0.9256 | 0.8125 | 0.8943 | 0.7834 | 0.9981 | 0.9524 | 0.4037 | 0.8250 | 0.6561 | 0.8282 | 0.7126 | 0.9961 |
| 0.053 | 15.12 | 1240 | 0.2280 | 0.7701 | 0.8541 | 0.9362 | 0.9805 | 0.5488 | 0.9155 | 0.8259 | 0.8830 | 0.8280 | 0.9974 | 0.9542 | 0.4107 | 0.8259 | 0.6577 | 0.8224 | 0.7233 | 0.9961 |
| 0.0764 | 15.37 | 1260 | 0.2350 | 0.7741 | 0.8577 | 0.9370 | 0.9777 | 0.5690 | 0.9145 | 0.8514 | 0.8825 | 0.8119 | 0.9972 | 0.9574 | 0.4265 | 0.8296 | 0.6666 | 0.8216 | 0.7212 | 0.9962 |
| 0.0568 | 15.61 | 1280 | 0.2420 | 0.7629 | 0.8407 | 0.9343 | 0.9813 | 0.5093 | 0.9057 | 0.8360 | 0.8871 | 0.7680 | 0.9973 | 0.9560 | 0.3937 | 0.8246 | 0.6536 | 0.8142 | 0.7025 | 0.9960 |
| 0.1199 | 15.85 | 1300 | 0.2545 | 0.7620 | 0.8463 | 0.9321 | 0.9752 | 0.5904 | 0.9180 | 0.7196 | 0.9135 | 0.8090 | 0.9981 | 0.9557 | 0.4209 | 0.8276 | 0.6064 | 0.8098 | 0.7171 | 0.9964 |
| 0.7094 | 16.1 | 1320 | 0.2446 | 0.7584 | 0.8409 | 0.9314 | 0.9790 | 0.5580 | 0.9151 | 0.7301 | 0.9070 | 0.7993 | 0.9979 | 0.9542 | 0.4042 | 0.8218 | 0.6091 | 0.8088 | 0.7145 | 0.9963 |
| 0.0321 | 16.34 | 1340 | 0.2652 | 0.7585 | 0.8329 | 0.9340 | 0.9787 | 0.5076 | 0.9089 | 0.6924 | 0.9365 | 0.8091 | 0.9974 | 0.9538 | 0.3925 | 0.8214 | 0.6173 | 0.8211 | 0.7075 | 0.9962 |
| 0.1328 | 16.59 | 1360 | 0.2322 | 0.7587 | 0.8403 | 0.9327 | 0.9805 | 0.5174 | 0.9092 | 0.7077 | 0.9123 | 0.8570 | 0.9977 | 0.9558 | 0.3966 | 0.8276 | 0.6071 | 0.8146 | 0.7132 | 0.9959 |
| 0.0637 | 16.83 | 1380 | 0.2331 | 0.7615 | 0.8441 | 0.9322 | 0.9831 | 0.5529 | 0.8983 | 0.7412 | 0.9048 | 0.8305 | 0.9976 | 0.9530 | 0.4111 | 0.8243 | 0.6155 | 0.8104 | 0.7201 | 0.9961 |
| 0.3028 | 17.07 | 1400 | 0.2446 | 0.7572 | 0.8367 | 0.9312 | 0.9804 | 0.5135 | 0.9061 | 0.7279 | 0.9044 | 0.8263 | 0.9981 | 0.9548 | 0.3970 | 0.8212 | 0.6048 | 0.8084 | 0.7181 | 0.9962 |
| 0.0479 | 17.32 | 1420 | 0.2556 | 0.7609 | 0.8506 | 0.9295 | 0.9778 | 0.6127 | 0.9095 | 0.7802 | 0.8835 | 0.7929 | 0.9974 | 0.9556 | 0.4318 | 0.8241 | 0.6105 | 0.7988 | 0.7095 | 0.9963 |
| 0.0645 | 17.56 | 1440 | 0.2530 | 0.7587 | 0.8480 | 0.9283 | 0.9769 | 0.5933 | 0.9080 | 0.7729 | 0.8775 | 0.8091 | 0.9985 | 0.9543 | 0.4244 | 0.8268 | 0.5993 | 0.7945 | 0.7155 | 0.9962 |
| 0.0513 | 17.8 | 1460 | 0.2451 | 0.7598 | 0.8467 | 0.9306 | 0.9794 | 0.5549 | 0.9064 | 0.7567 | 0.8863 | 0.8448 | 0.9985 | 0.9547 | 0.4093 | 0.8259 | 0.6076 | 0.8039 | 0.7214 | 0.9961 |
| 0.0387 | 18.05 | 1480 | 0.2374 | 0.7625 | 0.8446 | 0.9344 | 0.9810 | 0.5392 | 0.9007 | 0.7115 | 0.9214 | 0.8609 | 0.9975 | 0.9539 | 0.4025 | 0.8249 | 0.6196 | 0.8218 | 0.7193 | 0.9958 |
| 0.0903 | 18.29 | 1500 | 0.2353 | 0.7662 | 0.8468 | 0.9351 | 0.9820 | 0.5342 | 0.9097 | 0.8100 | 0.8918 | 0.8030 | 0.9971 | 0.9549 | 0.4053 | 0.8261 | 0.6487 | 0.8190 | 0.7130 | 0.9961 |
| 0.0832 | 18.54 | 1520 | 0.2372 | 0.7677 | 0.8428 | 0.9375 | 0.9807 | 0.5172 | 0.9098 | 0.7757 | 0.9184 | 0.8007 | 0.9970 | 0.9563 | 0.3981 | 0.8264 | 0.6574 | 0.8284 | 0.7113 | 0.9961 |
| 0.0601 | 18.78 | 1540 | 0.2473 | 0.7741 | 0.8607 | 0.9366 | 0.9771 | 0.6169 | 0.9135 | 0.8532 | 0.8866 | 0.7798 | 0.9976 | 0.9559 | 0.4365 | 0.8295 | 0.6630 | 0.8221 | 0.7154 | 0.9965 |
| 0.0516 | 19.02 | 1560 | 0.2363 | 0.7731 | 0.8556 | 0.9369 | 0.9792 | 0.5591 | 0.9075 | 0.8329 | 0.8883 | 0.8243 | 0.9981 | 0.9563 | 0.4189 | 0.8305 | 0.6623 | 0.8215 | 0.7256 | 0.9964 |
| 0.0782 | 19.27 | 1580 | 0.2454 | 0.7651 | 0.8426 | 0.9341 | 0.9813 | 0.5266 | 0.9008 | 0.7847 | 0.9005 | 0.8059 | 0.9981 | 0.9543 | 0.4057 | 0.8280 | 0.6356 | 0.8141 | 0.7217 | 0.9961 |
| 0.0221 | 19.51 | 1600 | 0.2540 | 0.7660 | 0.8474 | 0.9333 | 0.9785 | 0.5946 | 0.9085 | 0.7579 | 0.9117 | 0.7828 | 0.9976 | 0.9543 | 0.4320 | 0.8265 | 0.6259 | 0.8134 | 0.7131 | 0.9964 |
| 0.0283 | 19.76 | 1620 | 0.2623 | 0.7662 | 0.8588 | 0.9320 | 0.9750 | 0.6488 | 0.9141 | 0.7503 | 0.8988 | 0.8266 | 0.9981 | 0.9549 | 0.4395 | 0.8271 | 0.6123 | 0.8092 | 0.7240 | 0.9964 |
| 0.1029 | 20.0 | 1640 | 0.2747 | 0.7633 | 0.8522 | 0.9299 | 0.9767 | 0.6031 | 0.9118 | 0.7738 | 0.8809 | 0.8213 | 0.9981 | 0.9539 | 0.4336 | 0.8317 | 0.6053 | 0.7991 | 0.7235 | 0.9962 |
| 0.0731 | 20.24 | 1660 | 0.2650 | 0.7621 | 0.8529 | 0.9294 | 0.9794 | 0.6019 | 0.9106 | 0.7555 | 0.8790 | 0.8453 | 0.9983 | 0.9552 | 0.4310 | 0.8288 | 0.5977 | 0.7971 | 0.7288 | 0.9963 |
| 0.2587 | 20.49 | 1680 | 0.2767 | 0.7602 | 0.8430 | 0.9311 | 0.9794 | 0.5600 | 0.9158 | 0.7217 | 0.9023 | 0.8234 | 0.9985 | 0.9552 | 0.4160 | 0.8239 | 0.5994 | 0.8073 | 0.7237 | 0.9961 |
| 0.1071 | 20.73 | 1700 | 0.2826 | 0.7607 | 0.8443 | 0.9311 | 0.9805 | 0.5820 | 0.9125 | 0.7122 | 0.9091 | 0.8156 | 0.9980 | 0.9548 | 0.4239 | 0.8225 | 0.5976 | 0.8080 | 0.7220 | 0.9963 |
| 0.0323 | 20.98 | 1720 | 0.2620 | 0.7621 | 0.8522 | 0.9293 | 0.9801 | 0.6139 | 0.9065 | 0.7633 | 0.8829 | 0.8215 | 0.9975 | 0.9551 | 0.4342 | 0.8296 | 0.5996 | 0.7968 | 0.7231 | 0.9963 |
| 0.1072 | 21.22 | 1740 | 0.2592 | 0.7614 | 0.8426 | 0.9315 | 0.9824 | 0.5483 | 0.9094 | 0.7402 | 0.8997 | 0.8211 | 0.9974 | 0.9546 | 0.4149 | 0.8257 | 0.6074 | 0.8078 | 0.7230 | 0.9961 |
| 0.0732 | 21.46 | 1760 | 0.2598 | 0.7654 | 0.8497 | 0.9327 | 0.9795 | 0.5819 | 0.9130 | 0.7528 | 0.8994 | 0.8240 | 0.9976 | 0.9557 | 0.4265 | 0.8275 | 0.6163 | 0.8106 | 0.7248 | 0.9963 |
| 0.0603 | 21.71 | 1780 | 0.2581 | 0.7650 | 0.8503 | 0.9320 | 0.9790 | 0.5874 | 0.9130 | 0.7452 | 0.8984 | 0.8315 | 0.9974 | 0.9556 | 0.4282 | 0.8302 | 0.6095 | 0.8070 | 0.7280 | 0.9963 |
| 0.0548 | 21.95 | 1800 | 0.2520 | 0.7649 | 0.8598 | 0.9300 | 0.9747 | 0.6344 | 0.9218 | 0.7885 | 0.8683 | 0.8322 | 0.9988 | 0.9560 | 0.4352 | 0.8339 | 0.6082 | 0.7956 | 0.7291 | 0.9963 |
| 0.0503 | 22.2 | 1820 | 0.2521 | 0.7657 | 0.8528 | 0.9317 | 0.9799 | 0.6030 | 0.9077 | 0.7726 | 0.8890 | 0.8193 | 0.9983 | 0.9558 | 0.4312 | 0.8324 | 0.6150 | 0.8034 | 0.7257 | 0.9964 |
| 0.0356 | 22.44 | 1840 | 0.2491 | 0.7669 | 0.8551 | 0.9328 | 0.9783 | 0.6119 | 0.9086 | 0.7470 | 0.9004 | 0.8412 | 0.9983 | 0.9568 | 0.4338 | 0.8310 | 0.6140 | 0.8091 | 0.7271 | 0.9966 |
| 0.0381 | 22.68 | 1860 | 0.2660 | 0.7644 | 0.8458 | 0.9330 | 0.9805 | 0.5651 | 0.9095 | 0.7344 | 0.9094 | 0.8242 | 0.9973 | 0.9559 | 0.4213 | 0.8289 | 0.6129 | 0.8116 | 0.7240 | 0.9964 |
| 0.0671 | 22.93 | 1880 | 0.2633 | 0.7664 | 0.8517 | 0.9332 | 0.9787 | 0.5970 | 0.9067 | 0.7371 | 0.9083 | 0.8360 | 0.9982 | 0.9559 | 0.4307 | 0.8286 | 0.6140 | 0.8129 | 0.7261 | 0.9966 |
| 0.1123 | 23.17 | 1900 | 0.2462 | 0.7659 | 0.8489 | 0.9337 | 0.9790 | 0.5848 | 0.9088 | 0.7332 | 0.9121 | 0.8253 | 0.9987 | 0.9556 | 0.4257 | 0.8275 | 0.6161 | 0.8154 | 0.7251 | 0.9963 |
| 0.0476 | 23.41 | 1920 | 0.2498 | 0.7665 | 0.8490 | 0.9336 | 0.9789 | 0.5651 | 0.9133 | 0.7813 | 0.8942 | 0.8124 | 0.9978 | 0.9557 | 0.4204 | 0.8297 | 0.6267 | 0.8128 | 0.7238 | 0.9966 |
| 0.0999 | 23.66 | 1940 | 0.2556 | 0.7678 | 0.8539 | 0.9335 | 0.9779 | 0.6072 | 0.9123 | 0.7735 | 0.8972 | 0.8109 | 0.9985 | 0.9561 | 0.4335 | 0.8291 | 0.6245 | 0.8127 | 0.7223 | 0.9966 |
| 0.0639 | 23.9 | 1960 | 0.2467 | 0.7659 | 0.8480 | 0.9337 | 0.9799 | 0.5431 | 0.9126 | 0.8278 | 0.8777 | 0.7960 | 0.9987 | 0.9547 | 0.4119 | 0.8279 | 0.6398 | 0.8137 | 0.7167 | 0.9964 |
| 0.0718 | 24.15 | 1980 | 0.2469 | 0.7667 | 0.8484 | 0.9341 | 0.9804 | 0.5609 | 0.9068 | 0.7785 | 0.8983 | 0.8160 | 0.9982 | 0.9546 | 0.4190 | 0.8271 | 0.6306 | 0.8159 | 0.7232 | 0.9965 |
| 0.0578 | 24.39 | 2000 | 0.2466 | 0.7668 | 0.8490 | 0.9339 | 0.9795 | 0.5737 | 0.9089 | 0.7591 | 0.9041 | 0.8194 | 0.9983 | 0.9551 | 0.4249 | 0.8271 | 0.6246 | 0.8155 | 0.7241 | 0.9965 |
| 0.0664 | 24.63 | 2020 | 0.2530 | 0.7640 | 0.8449 | 0.9328 | 0.9784 | 0.5888 | 0.9101 | 0.7452 | 0.9125 | 0.7808 | 0.9987 | 0.9549 | 0.4305 | 0.8255 | 0.6185 | 0.8132 | 0.7088 | 0.9963 |
| 0.7601 | 24.88 | 2040 | 0.2531 | 0.7677 | 0.8502 | 0.9340 | 0.9810 | 0.5654 | 0.8995 | 0.7891 | 0.8969 | 0.8221 | 0.9974 | 0.9535 | 0.4217 | 0.8288 | 0.6339 | 0.8151 | 0.7244 | 0.9964 |
### Framework versions
- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
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