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QuanHoangNgoc
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lock_s2t-small-uit-vimd_192355

Automatic Speech Recognition
Transformers
TensorBoard
Safetensors
Vietnamese
speech_to_text
speech-to-text
vietnamese
uit-vimd
Generated from Trainer
Eval Results
Model card Files
xet
Metrics Community
QuanHoangNgoc commited on
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End of training

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  1. README.md +498 -0
  2. generation_config.json +10 -0
  3. model.safetensors +1 -1
README.md ADDED
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+ ---
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+ library_name: transformers
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+ language:
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+ - vi
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+ base_model: s2t-small-librispeech-asr
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+ tags:
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+ - speech-to-text
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+ - vietnamese
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+ - uit-vimd
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+ - generated_from_trainer
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+ datasets:
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+ - uit-vimd
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: s2t-small-uit-vimd-finetuned
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+ results:
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+ - task:
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+ name: Automatic Speech Recognition
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+ type: automatic-speech-recognition
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+ dataset:
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+ name: UIT-ViMD
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+ type: uit-vimd
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 0.662090007627765
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # s2t-small-uit-vimd-finetuned
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+
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+ This model is a fine-tuned version of [s2t-small-librispeech-asr](https://huggingface.co/s2t-small-librispeech-asr) on the UIT-ViMD dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.7059
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+ - Wer: 0.6621
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 3e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_steps: 1500
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+ - training_steps: 40000
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Wer |
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+ |:-------------:|:-------:|:-----:|:---------------:|:------:|
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+ | 10.0415 | 0.0490 | 46 | 9.6072 | 2.7651 |
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+ | 9.0102 | 0.0980 | 92 | 8.0153 | 2.6857 |
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+ | 7.5035 | 0.1470 | 138 | 6.5609 | 1.0961 |
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+ | 6.657 | 0.1960 | 184 | 6.2412 | 2.5347 |
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+ | 6.467 | 0.2449 | 230 | 6.1566 | 2.8444 |
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+ | 6.3998 | 0.2939 | 276 | 6.2421 | 2.7887 |
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+ | 6.3478 | 0.3429 | 322 | 6.0328 | 2.7879 |
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+ | 6.315 | 0.3919 | 368 | 6.0488 | 2.7872 |
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+ | 6.2289 | 0.4409 | 414 | 6.0076 | 2.5553 |
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+ | 6.1241 | 0.4899 | 460 | 5.9637 | 2.6240 |
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+ | 6.0459 | 0.5389 | 506 | 5.7459 | 2.5721 |
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+ | 5.9405 | 0.5879 | 552 | 5.6078 | 1.6834 |
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+ | 5.8387 | 0.6368 | 598 | 5.7928 | 1.6934 |
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+ | 5.7766 | 0.6858 | 644 | 5.4501 | 1.1274 |
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+ | 5.6624 | 0.7348 | 690 | 5.2855 | 1.1091 |
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+ | 5.6038 | 0.7838 | 736 | 5.1060 | 1.2662 |
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+ | 5.5032 | 0.8328 | 782 | 5.1984 | 1.1968 |
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+ | 5.4133 | 0.8818 | 828 | 5.2017 | 1.4813 |
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+ | 5.3843 | 0.9308 | 874 | 5.1494 | 1.3059 |
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+ | 5.2971 | 0.9798 | 920 | 5.2455 | 2.3707 |
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+ | 5.2491 | 1.0288 | 966 | 5.1174 | 1.2235 |
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+ | 5.2254 | 1.0777 | 1012 | 5.0736 | 1.0229 |
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+ | 5.194 | 1.1267 | 1058 | 5.0790 | 1.3837 |
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+ | 5.1989 | 1.1757 | 1104 | 4.8743 | 1.0969 |
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+ | 5.1021 | 1.2247 | 1150 | 4.8653 | 1.1640 |
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+ | 5.0841 | 1.2737 | 1196 | 4.6579 | 1.2822 |
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+ | 5.0679 | 1.3227 | 1242 | 4.8070 | 1.6339 |
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+ | 5.0172 | 1.3717 | 1288 | 4.6677 | 1.0656 |
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+ | 4.9715 | 1.4207 | 1334 | 4.6763 | 2.3150 |
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+ | 4.9885 | 1.4696 | 1380 | 4.9263 | 2.5736 |
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+ | 4.9401 | 1.5186 | 1426 | 4.6204 | 1.9573 |
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+ | 4.9149 | 1.5676 | 1472 | 5.0924 | 1.0267 |
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+ | 4.9357 | 1.6166 | 1518 | 4.4960 | 1.4615 |
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+ | 4.8663 | 1.6656 | 1564 | 4.6463 | 1.4371 |
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+ | 4.8719 | 1.7146 | 1610 | 4.4370 | 2.8726 |
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+ | 4.8715 | 1.7636 | 1656 | 4.6787 | 1.0778 |
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+ | 4.809 | 1.8126 | 1702 | 4.4654 | 1.8726 |
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+ | 4.765 | 1.8616 | 1748 | 4.5059 | 1.6987 |
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+ | 4.7921 | 1.9105 | 1794 | 4.6007 | 2.1129 |
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+ | 4.7512 | 1.9595 | 1840 | 4.2819 | 1.7407 |
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+ | 4.7538 | 2.0085 | 1886 | 4.4597 | 1.6110 |
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+ | 4.6738 | 2.0575 | 1932 | 4.3825 | 1.2044 |
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+ | 4.6956 | 2.1065 | 1978 | 4.4944 | 2.0564 |
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+ | 4.6334 | 2.1555 | 2024 | 4.6852 | 2.3867 |
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+ | 4.6504 | 2.2045 | 2070 | 4.5122 | 1.1098 |
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+ | 4.6666 | 2.2535 | 2116 | 4.8208 | 1.5004 |
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+ | 4.6497 | 2.3024 | 2162 | 4.5412 | 1.9687 |
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+ | 4.6257 | 2.3514 | 2208 | 4.1987 | 2.1243 |
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+ | 4.5968 | 2.4004 | 2254 | 4.3092 | 1.6056 |
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+ | 4.6385 | 2.4494 | 2300 | 4.6225 | 2.0061 |
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+ | 4.5742 | 2.4984 | 2346 | 4.4123 | 1.6285 |
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+ | 4.564 | 2.5474 | 2392 | 4.5732 | 1.1159 |
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+ | 4.5809 | 2.5964 | 2438 | 4.8224 | 2.0870 |
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+ | 4.5591 | 2.6454 | 2484 | 4.3851 | 2.4867 |
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+ | 4.5448 | 2.6944 | 2530 | 4.3473 | 2.1106 |
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+ | 4.5179 | 2.7433 | 2576 | 4.3758 | 1.9252 |
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+ | 4.5827 | 2.7923 | 2622 | 4.7695 | 1.8726 |
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+ | 4.5294 | 2.8413 | 2668 | 4.3450 | 1.7048 |
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+ | 4.4741 | 2.8903 | 2714 | 4.1880 | 1.3837 |
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+ | 4.4874 | 2.9393 | 2760 | 4.4765 | 2.0686 |
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+ | 4.4538 | 2.9883 | 2806 | 4.1480 | 1.9443 |
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+ | 4.4028 | 3.0373 | 2852 | 4.3618 | 1.7376 |
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+ | 4.3593 | 3.0863 | 2898 | 3.9405 | 1.6773 |
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+ | 4.3418 | 3.1353 | 2944 | 3.9904 | 1.5774 |
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+ | 4.3513 | 3.1842 | 2990 | 4.3713 | 1.7605 |
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+ | 4.3221 | 3.2332 | 3036 | 4.1550 | 1.8535 |
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+ | 4.3248 | 3.2822 | 3082 | 4.0488 | 1.6377 |
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+ | 4.2307 | 3.3312 | 3128 | 3.8885 | 1.4600 |
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+ | 4.1828 | 3.3802 | 3174 | 4.0612 | 1.3616 |
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+ | 4.1284 | 3.4292 | 3220 | 3.5489 | 1.3799 |
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+ | 4.149 | 3.4782 | 3266 | 3.7420 | 1.3204 |
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+ | 4.0879 | 3.5272 | 3312 | 3.6886 | 1.4066 |
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+ | 4.0178 | 3.5761 | 3358 | 3.4516 | 1.5187 |
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+ | 3.9297 | 3.6251 | 3404 | 3.3175 | 1.4645 |
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+ | 3.8672 | 3.6741 | 3450 | 3.3851 | 1.1503 |
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+ | 3.8899 | 3.7231 | 3496 | 3.4686 | 1.3394 |
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+ | 3.7791 | 3.7721 | 3542 | 3.2141 | 1.2540 |
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+ | 3.7556 | 3.8211 | 3588 | 3.4405 | 1.1495 |
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+ | 3.6788 | 3.8701 | 3634 | 2.9653 | 1.2456 |
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+ | 3.6308 | 3.9191 | 3680 | 3.2929 | 1.1823 |
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+ | 3.6637 | 3.9681 | 3726 | 3.1619 | 1.0702 |
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+ | 3.4924 | 4.0170 | 3772 | 3.0206 | 0.9779 |
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+ | 3.4567 | 4.0660 | 3818 | 3.1071 | 1.0717 |
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+ | 3.3797 | 4.1150 | 3864 | 3.0367 | 1.1465 |
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+ | 3.3936 | 4.1640 | 3910 | 3.1383 | 1.0557 |
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+ | 3.3144 | 4.2130 | 3956 | 2.8800 | 0.9100 |
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+ | 3.2994 | 4.2620 | 4002 | 2.6442 | 0.9817 |
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+ | 3.3083 | 4.3110 | 4048 | 2.7012 | 0.8696 |
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+ | 3.2363 | 4.3600 | 4094 | 2.5279 | 0.9245 |
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+ | 3.2239 | 4.4089 | 4140 | 2.7279 | 0.8719 |
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+ | 3.2264 | 4.4579 | 4186 | 2.5810 | 0.9382 |
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+ | 3.2002 | 4.5069 | 4232 | 2.6343 | 0.9497 |
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+ | 3.1573 | 4.5559 | 4278 | 3.0085 | 1.0763 |
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+ | 3.1325 | 4.6049 | 4324 | 2.6016 | 0.8978 |
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+ | 3.112 | 4.6539 | 4370 | 2.5037 | 1.1907 |
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+ | 3.0337 | 4.7029 | 4416 | 2.2567 | 1.0725 |
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+ | 3.0665 | 4.7519 | 4462 | 2.6845 | 0.9596 |
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+ | 2.9849 | 4.8009 | 4508 | 2.5989 | 0.9947 |
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+ | 3.0215 | 4.8498 | 4554 | 2.5089 | 1.0 |
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+ | 2.9487 | 4.8988 | 4600 | 2.2910 | 0.9649 |
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+ | 2.8958 | 4.9478 | 4646 | 2.3740 | 1.0427 |
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+ | 2.9507 | 4.9968 | 4692 | 2.3876 | 1.0359 |
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+ | 2.8907 | 5.0458 | 4738 | 2.6031 | 0.9146 |
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+ | 2.7608 | 5.0948 | 4784 | 1.9331 | 0.9977 |
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+ | 2.8235 | 5.1438 | 4830 | 2.2818 | 0.8558 |
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+ | 2.8225 | 5.1928 | 4876 | 2.4052 | 0.9687 |
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+ | 2.7794 | 5.2417 | 4922 | 2.0690 | 0.7246 |
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+ | 2.8446 | 5.2907 | 4968 | 2.1208 | 1.0458 |
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+ | 2.7446 | 5.3397 | 5014 | 2.6368 | 0.9123 |
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+ | 2.7906 | 5.3887 | 5060 | 2.3725 | 0.7635 |
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+ | 2.7419 | 5.4377 | 5106 | 1.8286 | 0.7803 |
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+ | 2.7482 | 5.4867 | 5152 | 2.4683 | 0.7757 |
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+ | 2.71 | 5.5357 | 5198 | 2.1428 | 0.8284 |
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+ | 2.748 | 5.5847 | 5244 | 2.4891 | 0.7521 |
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+ | 2.7128 | 5.6337 | 5290 | 2.1653 | 0.7025 |
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+ | 2.6697 | 5.6826 | 5336 | 2.3304 | 0.7536 |
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+ | 2.7055 | 5.7316 | 5382 | 2.1923 | 0.8314 |
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+ | 2.7485 | 5.7806 | 5428 | 1.9645 | 0.6957 |
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+ | 2.6862 | 5.8296 | 5474 | 2.4469 | 0.7857 |
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+ | 2.6268 | 5.8786 | 5520 | 2.0508 | 0.8223 |
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+ | 2.6629 | 5.9276 | 5566 | 3.1371 | 0.7857 |
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+ | 2.7136 | 5.9766 | 5612 | 2.3568 | 0.8124 |
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+ | 2.5939 | 6.0256 | 5658 | 2.2982 | 0.7902 |
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+ | 2.5209 | 6.0745 | 5704 | 2.1673 | 0.9092 |
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+ | 2.5205 | 6.1235 | 5750 | 1.6860 | 0.8078 |
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+ | 2.5426 | 6.1725 | 5796 | 2.5552 | 0.8223 |
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+ | 2.4915 | 6.2215 | 5842 | 2.5377 | 0.8146 |
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+ | 2.5388 | 6.2705 | 5888 | 2.0584 | 0.9443 |
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+ | 2.5655 | 6.3195 | 5934 | 2.1900 | 0.6613 |
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+ | 2.5462 | 6.3685 | 5980 | 1.9014 | 0.6461 |
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+ | 2.4827 | 6.4175 | 6026 | 2.0078 | 0.7864 |
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+ | 2.5831 | 6.4665 | 6072 | 2.0717 | 0.8002 |
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+ | 2.4698 | 6.5154 | 6118 | 2.1906 | 0.7262 |
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+ | 2.4836 | 6.5644 | 6164 | 1.9154 | 0.8246 |
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+ | 2.5318 | 6.6134 | 6210 | 2.1880 | 0.6133 |
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+ | 2.5121 | 6.6624 | 6256 | 1.7957 | 0.7719 |
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+ | 2.468 | 6.7114 | 6302 | 1.9780 | 0.6522 |
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+ | 2.4082 | 6.7604 | 6348 | 1.9565 | 0.8063 |
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+ | 2.4947 | 6.8094 | 6394 | 1.6497 | 0.7086 |
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+ | 2.4975 | 6.8584 | 6440 | 2.3719 | 0.6659 |
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+ | 2.4624 | 6.9073 | 6486 | 1.6827 | 0.6743 |
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+ | 2.4428 | 6.9563 | 6532 | 2.0943 | 0.6949 |
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+ | 2.4522 | 7.0053 | 6578 | 2.1424 | 0.7483 |
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+ | 2.3723 | 7.0543 | 6624 | 1.9519 | 0.8505 |
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+ | 2.3791 | 7.1033 | 6670 | 2.3679 | 0.7780 |
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+ | 2.3894 | 7.1523 | 6716 | 1.5468 | 0.8047 |
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+ | 2.3466 | 7.2013 | 6762 | 1.9894 | 0.6026 |
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+ | 2.3545 | 7.2503 | 6808 | 2.1756 | 0.8131 |
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+ | 2.4152 | 7.2993 | 6854 | 1.6656 | 0.9161 |
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+ | 2.2915 | 7.3482 | 6900 | 2.6449 | 0.7353 |
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+ | 2.3213 | 7.3972 | 6946 | 1.8635 | 0.6880 |
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+ | 2.3227 | 7.4462 | 6992 | 1.9249 | 0.7590 |
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+ | 2.3498 | 7.4952 | 7038 | 2.2339 | 0.6697 |
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+ | 2.3458 | 7.5442 | 7084 | 1.7145 | 0.6690 |
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+ | 2.2996 | 7.5932 | 7130 | 2.0018 | 0.6384 |
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+ | 2.309 | 7.6422 | 7176 | 2.4001 | 0.6697 |
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+ | 2.3566 | 7.6912 | 7222 | 1.9882 | 0.6827 |
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+ | 2.3619 | 7.7401 | 7268 | 2.2134 | 0.7452 |
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+ | 2.3768 | 7.7891 | 7314 | 1.9402 | 0.6499 |
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+ | 2.343 | 7.8381 | 7360 | 2.3600 | 0.6377 |
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+ | 2.3364 | 7.8871 | 7406 | 2.3632 | 0.7277 |
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+ | 2.2965 | 7.9361 | 7452 | 2.0428 | 0.7597 |
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+ | 2.3314 | 7.9851 | 7498 | 1.8117 | 0.6522 |
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+ | 2.2367 | 8.0341 | 7544 | 1.8227 | 0.7818 |
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+ | 2.2004 | 8.0831 | 7590 | 1.8653 | 0.8986 |
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+ | 2.2355 | 8.1321 | 7636 | 1.5815 | 0.7193 |
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+ | 2.2735 | 8.1810 | 7682 | 1.8200 | 0.7376 |
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+ | 2.2016 | 8.2300 | 7728 | 2.1064 | 0.7757 |
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+ | 2.2236 | 8.2790 | 7774 | 2.1960 | 0.7277 |
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+ | 2.2629 | 8.3280 | 7820 | 1.8969 | 1.0153 |
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+ | 2.2333 | 8.3770 | 7866 | 1.9392 | 0.7780 |
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+ | 2.3081 | 8.4260 | 7912 | 2.0788 | 0.7773 |
243
+ | 2.2394 | 8.4750 | 7958 | 1.7624 | 0.8307 |
244
+ | 2.2689 | 8.5240 | 8004 | 1.6819 | 0.7483 |
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+ | 2.2141 | 8.5729 | 8050 | 2.2714 | 0.6941 |
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+ | 2.2491 | 8.6219 | 8096 | 1.5813 | 0.8749 |
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+ | 2.2547 | 8.6709 | 8142 | 1.7303 | 0.7376 |
248
+ | 2.2452 | 8.7199 | 8188 | 2.1367 | 0.7086 |
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+ | 2.1973 | 8.7689 | 8234 | 2.5364 | 0.7948 |
250
+ | 2.1983 | 8.8179 | 8280 | 2.5068 | 0.6560 |
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+ | 2.2147 | 8.8669 | 8326 | 1.8437 | 0.6834 |
252
+ | 2.1853 | 8.9159 | 8372 | 2.0133 | 0.5652 |
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+ | 2.1776 | 8.9649 | 8418 | 2.0903 | 0.5866 |
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+ | 2.1158 | 9.0138 | 8464 | 1.8758 | 0.5660 |
255
+ | 2.1226 | 9.0628 | 8510 | 2.0116 | 0.7002 |
256
+ | 2.0988 | 9.1118 | 8556 | 1.7681 | 0.6041 |
257
+ | 2.1063 | 9.1608 | 8602 | 2.2456 | 0.6964 |
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+ | 2.0862 | 9.2098 | 8648 | 1.7496 | 0.5858 |
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+ | 2.177 | 9.2588 | 8694 | 1.9786 | 0.7414 |
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+ | 2.113 | 9.3078 | 8740 | 2.1259 | 0.6987 |
261
+ | 2.152 | 9.3568 | 8786 | 1.8785 | 0.7269 |
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+ | 2.1315 | 9.4058 | 8832 | 1.9563 | 0.6911 |
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+ | 2.1425 | 9.4547 | 8878 | 1.9474 | 0.7170 |
264
+ | 2.1126 | 9.5037 | 8924 | 1.9101 | 0.7109 |
265
+ | 2.1793 | 9.5527 | 8970 | 2.1603 | 0.6895 |
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+ | 2.1184 | 9.6017 | 9016 | 1.9047 | 0.6903 |
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+ | 2.1878 | 9.6507 | 9062 | 1.7960 | 0.6903 |
268
+ | 2.1172 | 9.6997 | 9108 | 1.9387 | 0.6842 |
269
+ | 2.16 | 9.7487 | 9154 | 1.9603 | 0.5286 |
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+ | 2.1817 | 9.7977 | 9200 | 2.0296 | 0.8032 |
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+ | 2.1776 | 9.8466 | 9246 | 2.3591 | 0.6705 |
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+ | 2.1488 | 9.8956 | 9292 | 2.1115 | 0.6728 |
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+ | 2.1173 | 9.9446 | 9338 | 2.0452 | 0.7879 |
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+ | 2.1313 | 9.9936 | 9384 | 1.6271 | 0.6621 |
275
+ | 2.0773 | 10.0426 | 9430 | 1.6572 | 0.5576 |
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+ | 2.0741 | 10.0916 | 9476 | 1.7347 | 0.5736 |
277
+ | 2.0192 | 10.1406 | 9522 | 1.9669 | 0.6514 |
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+ | 2.0133 | 10.1896 | 9568 | 2.3957 | 0.5324 |
279
+ | 2.0137 | 10.2386 | 9614 | 1.9313 | 0.5523 |
280
+ | 2.0878 | 10.2875 | 9660 | 1.7588 | 0.6781 |
281
+ | 2.0918 | 10.3365 | 9706 | 1.5897 | 0.6583 |
282
+ | 2.1368 | 10.3855 | 9752 | 1.8707 | 0.6552 |
283
+ | 2.031 | 10.4345 | 9798 | 1.8737 | 0.6636 |
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+ | 2.0823 | 10.4835 | 9844 | 2.0404 | 0.6705 |
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+ | 2.0599 | 10.5325 | 9890 | 2.6899 | 0.5362 |
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+ | 2.0768 | 10.5815 | 9936 | 2.2819 | 0.6690 |
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+ | 2.0301 | 10.6305 | 9982 | 1.8063 | 0.6636 |
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+ | 2.0973 | 10.6794 | 10028 | 1.7077 | 0.6758 |
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+ | 2.0989 | 10.7284 | 10074 | 2.0836 | 0.6735 |
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+ | 2.0378 | 10.7774 | 10120 | 1.9060 | 0.6659 |
291
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300
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315
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+
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493
+ ### Framework versions
494
+
495
+ - Transformers 4.49.0
496
+ - Pytorch 2.6.0+cu124
497
+ - Datasets 3.4.0
498
+ - Tokenizers 0.21.0
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