End of training

README.md

@@ -0,0 +1,118 @@
+---
+license: mit
+base_model: SCUT-DLVCLab/lilt-roberta-en-base
+tags:
+- generated_from_trainer
+model-index:
+- name: lilt_test
+  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. -->
+
+# lilt_test
+
+This model is a fine-tuned version of [SCUT-DLVCLab/lilt-roberta-en-base](https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0492
+- Escription: {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 85}
+- Otalprice: {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 81}
+- Rice: {'precision': 0.9166666666666666, 'recall': 0.9166666666666666, 'f1': 0.9166666666666666, 'number': 24}
+- Roductcode: {'precision': 0.9583333333333334, 'recall': 0.8846153846153846, 'f1': 0.9199999999999999, 'number': 26}
+- Uantity: {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}
+- Uantityunit: {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 33}
+- Overall Precision: 0.9899
+- Overall Recall: 0.9833
+- Overall F1: 0.9866
+- Overall Accuracy: 0.9931
+
+## 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: 5e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- distributed_type: multi-GPU
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- training_steps: 10000
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch  | Step  | Validation Loss | Escription                                                                                              | Otalprice                                                                                               | Rice                                                                                                    | Roductcode                                                                                              | Uantity                                                                  | Uantityunit                                                                              | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
+|:-------------:|:------:|:-----:|:---------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------:|:----------------------------------------------------------------------------------------:|:-----------------:|:--------------:|:----------:|:----------------:|
+| 0.074         | 20.0   | 200   | 0.0492          | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 85}                                              | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 81}                                              | {'precision': 0.9166666666666666, 'recall': 0.9166666666666666, 'f1': 0.9166666666666666, 'number': 24} | {'precision': 0.9583333333333334, 'recall': 0.8846153846153846, 'f1': 0.9199999999999999, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 33}                               | 0.9899            | 0.9833         | 0.9866     | 0.9931           |
+| 0.0008        | 40.0   | 400   | 0.1160          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 81}                                              | {'precision': 0.9166666666666666, 'recall': 0.9166666666666666, 'f1': 0.9166666666666666, 'number': 24} | {'precision': 0.9583333333333334, 'recall': 0.8846153846153846, 'f1': 0.9199999999999999, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9865            | 0.9799         | 0.9832     | 0.9862           |
+| 0.0001        | 60.0   | 600   | 0.1192          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 81}                                              | {'precision': 0.9166666666666666, 'recall': 0.9166666666666666, 'f1': 0.9166666666666666, 'number': 24} | {'precision': 0.9583333333333334, 'recall': 0.8846153846153846, 'f1': 0.9199999999999999, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9865            | 0.9799         | 0.9832     | 0.9862           |
+| 0.0027        | 80.0   | 800   | 0.0837          | {'precision': 0.9880952380952381, 'recall': 0.9764705882352941, 'f1': 0.9822485207100591, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9545454545454546, 'recall': 0.875, 'f1': 0.9130434782608695, 'number': 24}              | {'precision': 0.9130434782608695, 'recall': 0.8076923076923077, 'f1': 0.8571428571428572, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9797            | 0.9666         | 0.9731     | 0.9817           |
+| 0.0086        | 100.0  | 1000  | 0.1068          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 81}                                              | {'precision': 1.0, 'recall': 0.875, 'f1': 0.9333333333333333, 'number': 24}                             | {'precision': 0.8846153846153846, 'recall': 0.8846153846153846, 'f1': 0.8846153846153846, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9865            | 0.9766         | 0.9815     | 0.9862           |
+| 0.0045        | 120.0  | 1200  | 0.1645          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.6666666666666666, 'f1': 0.8, 'number': 24}                               | {'precision': 0.6666666666666666, 'recall': 0.6153846153846154, 'f1': 0.64, 'number': 26}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 33}                               | 0.9655            | 0.9365         | 0.9508     | 0.9771           |
+| 0.001         | 140.0  | 1400  | 0.0974          | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 85}                                              | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9411764705882353, 'recall': 0.6666666666666666, 'f1': 0.7804878048780487, 'number': 24} | {'precision': 0.7083333333333334, 'recall': 0.6538461538461539, 'f1': 0.68, 'number': 26}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 33}                               | 0.9691            | 0.9431         | 0.9559     | 0.9794           |
+| 0.0           | 160.0  | 1600  | 0.0943          | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 85}                                              | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9411764705882353, 'recall': 0.6666666666666666, 'f1': 0.7804878048780487, 'number': 24} | {'precision': 0.7083333333333334, 'recall': 0.6538461538461539, 'f1': 0.68, 'number': 26}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 33}                               | 0.9691            | 0.9431         | 0.9559     | 0.9794           |
+| 0.0018        | 180.0  | 1800  | 0.1542          | {'precision': 0.9880952380952381, 'recall': 0.9764705882352941, 'f1': 0.9822485207100591, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9545454545454546, 'recall': 0.875, 'f1': 0.9130434782608695, 'number': 24}              | {'precision': 0.9130434782608695, 'recall': 0.8076923076923077, 'f1': 0.8571428571428572, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9797            | 0.9666         | 0.9731     | 0.9817           |
+| 0.0011        | 200.0  | 2000  | 0.1013          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.875, 'f1': 0.9333333333333333, 'number': 24}                             | {'precision': 0.8461538461538461, 'recall': 0.8461538461538461, 'f1': 0.8461538461538461, 'number': 26} | {'precision': 1.0, 'recall': 0.98, 'f1': 0.98989898989899, 'number': 50} | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9764            | 0.9699         | 0.9732     | 0.9839           |
+| 0.0001        | 220.0  | 2200  | 0.1542          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.875, 'f1': 0.9333333333333333, 'number': 24}                             | {'precision': 0.8461538461538461, 'recall': 0.8461538461538461, 'f1': 0.8461538461538461, 'number': 26} | {'precision': 1.0, 'recall': 0.98, 'f1': 0.98989898989899, 'number': 50} | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9797            | 0.9699         | 0.9748     | 0.9817           |
+| 0.0           | 240.0  | 2400  | 0.1538          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.875, 'f1': 0.9333333333333333, 'number': 24}                             | {'precision': 0.8461538461538461, 'recall': 0.8461538461538461, 'f1': 0.8461538461538461, 'number': 26} | {'precision': 1.0, 'recall': 0.98, 'f1': 0.98989898989899, 'number': 50} | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9797            | 0.9699         | 0.9748     | 0.9817           |
+| 0.0           | 260.0  | 2600  | 0.1524          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.875, 'f1': 0.9333333333333333, 'number': 24}                             | {'precision': 0.8461538461538461, 'recall': 0.8461538461538461, 'f1': 0.8461538461538461, 'number': 26} | {'precision': 1.0, 'recall': 0.98, 'f1': 0.98989898989899, 'number': 50} | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9797            | 0.9699         | 0.9748     | 0.9817           |
+| 0.0026        | 280.0  | 2800  | 0.1282          | {'precision': 0.9880952380952381, 'recall': 0.9764705882352941, 'f1': 0.9822485207100591, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 1.0, 'recall': 0.9166666666666666, 'f1': 0.9565217391304348, 'number': 24}                | {'precision': 0.9166666666666666, 'recall': 0.8461538461538461, 'f1': 0.8799999999999999, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9831            | 0.9732         | 0.9782     | 0.9839           |
+| 0.001         | 300.0  | 3000  | 0.2031          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.8888888888888888, 'recall': 0.6666666666666666, 'f1': 0.761904761904762, 'number': 24}  | {'precision': 0.7083333333333334, 'recall': 0.6538461538461539, 'f1': 0.68, 'number': 26}               | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9702           |
+| 0.0017        | 320.0  | 3200  | 0.1353          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9512195121951219, 'recall': 0.9629629629629629, 'f1': 0.9570552147239264, 'number': 81} | {'precision': 0.9565217391304348, 'recall': 0.9166666666666666, 'f1': 0.9361702127659574, 'number': 24} | {'precision': 0.9523809523809523, 'recall': 0.7692307692307693, 'f1': 0.8510638297872339, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9729            | 0.9599         | 0.9663     | 0.9817           |
+| 0.0           | 340.0  | 3400  | 0.1401          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9397590361445783, 'recall': 0.9629629629629629, 'f1': 0.9512195121951219, 'number': 81} | {'precision': 1.0, 'recall': 0.9583333333333334, 'f1': 0.9787234042553191, 'number': 24}                | {'precision': 0.9523809523809523, 'recall': 0.7692307692307693, 'f1': 0.8510638297872339, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9730            | 0.9632         | 0.9681     | 0.9817           |
+| 0.002         | 360.0  | 3600  | 0.2422          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.8260869565217391, 'recall': 0.7307692307692307, 'f1': 0.7755102040816326, 'number': 26} | {'precision': 0.98, 'recall': 0.98, 'f1': 0.98, 'number': 50}            | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9693            | 0.9498         | 0.9595     | 0.9748           |
+| 0.0           | 380.0  | 3800  | 0.2453          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.8260869565217391, 'recall': 0.7307692307692307, 'f1': 0.7755102040816326, 'number': 26} | {'precision': 0.98, 'recall': 0.98, 'f1': 0.98, 'number': 50}            | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9693            | 0.9498         | 0.9595     | 0.9748           |
+| 0.0           | 400.0  | 4000  | 0.2474          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.8947368421052632, 'recall': 0.7083333333333334, 'f1': 0.7906976744186046, 'number': 24} | {'precision': 0.782608695652174, 'recall': 0.6923076923076923, 'f1': 0.7346938775510203, 'number': 26}  | {'precision': 0.98, 'recall': 0.98, 'f1': 0.98, 'number': 50}            | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9658            | 0.9431         | 0.9543     | 0.9725           |
+| 0.0           | 420.0  | 4200  | 0.2495          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.8947368421052632, 'recall': 0.7083333333333334, 'f1': 0.7906976744186046, 'number': 24} | {'precision': 0.782608695652174, 'recall': 0.6923076923076923, 'f1': 0.7346938775510203, 'number': 26}  | {'precision': 0.98, 'recall': 0.98, 'f1': 0.98, 'number': 50}            | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9658            | 0.9431         | 0.9543     | 0.9725           |
+| 0.0           | 440.0  | 4400  | 0.2512          | {'precision': 1.0, 'recall': 0.9882352941176471, 'f1': 0.9940828402366864, 'number': 85}                | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.8947368421052632, 'recall': 0.7083333333333334, 'f1': 0.7906976744186046, 'number': 24} | {'precision': 0.782608695652174, 'recall': 0.6923076923076923, 'f1': 0.7346938775510203, 'number': 26}  | {'precision': 0.98, 'recall': 0.98, 'f1': 0.98, 'number': 50}            | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9658            | 0.9431         | 0.9543     | 0.9725           |
+| 0.0021        | 460.0  | 4600  | 0.2683          | {'precision': 0.9880952380952381, 'recall': 0.9764705882352941, 'f1': 0.9822485207100591, 'number': 85} | {'precision': 0.9878048780487805, 'recall': 1.0, 'f1': 0.9938650306748467, 'number': 81}                | {'precision': 0.9411764705882353, 'recall': 0.6666666666666666, 'f1': 0.7804878048780487, 'number': 24} | {'precision': 0.6956521739130435, 'recall': 0.6153846153846154, 'f1': 0.6530612244897959, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9621            | 0.9331         | 0.9474     | 0.9702           |
+| 0.0079        | 480.0  | 4800  | 0.1975          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9634146341463414, 'recall': 0.9753086419753086, 'f1': 0.9693251533742332, 'number': 81} | {'precision': 0.9047619047619048, 'recall': 0.7916666666666666, 'f1': 0.8444444444444444, 'number': 24} | {'precision': 0.8095238095238095, 'recall': 0.6538461538461539, 'f1': 0.7234042553191489, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9625            | 0.9431         | 0.9527     | 0.9771           |
+| 0.0002        | 500.0  | 5000  | 0.2223          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 520.0  | 5200  | 0.2291          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 540.0  | 5400  | 0.2333          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 560.0  | 5600  | 0.2363          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 580.0  | 5800  | 0.2390          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 600.0  | 6000  | 0.2415          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 620.0  | 6200  | 0.2435          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 640.0  | 6400  | 0.2454          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 660.0  | 6600  | 0.2472          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 680.0  | 6800  | 0.2486          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 700.0  | 7000  | 0.2501          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 720.0  | 7200  | 0.2513          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 740.0  | 7400  | 0.2526          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 760.0  | 7600  | 0.2539          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 780.0  | 7800  | 0.2549          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 800.0  | 8000  | 0.2558          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 820.0  | 8200  | 0.2568          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 840.0  | 8400  | 0.2575          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 860.0  | 8600  | 0.2581          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 880.0  | 8800  | 0.2589          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 900.0  | 9000  | 0.2594          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 920.0  | 9200  | 0.2600          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 940.0  | 9400  | 0.2606          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 960.0  | 9600  | 0.2608          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9753086419753086, 'recall': 0.9753086419753086, 'f1': 0.9753086419753086, 'number': 81} | {'precision': 0.9, 'recall': 0.75, 'f1': 0.8181818181818182, 'number': 24}                              | {'precision': 0.7727272727272727, 'recall': 0.6538461538461539, 'f1': 0.7083333333333333, 'number': 26} | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 980.0  | 9800  | 0.2483          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9876543209876543, 'recall': 0.9876543209876543, 'f1': 0.9876543209876543, 'number': 81} | {'precision': 0.8947368421052632, 'recall': 0.7083333333333334, 'f1': 0.7906976744186046, 'number': 24} | {'precision': 0.7391304347826086, 'recall': 0.6538461538461539, 'f1': 0.693877551020408, 'number': 26}  | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+| 0.0           | 1000.0 | 10000 | 0.2488          | {'precision': 0.9882352941176471, 'recall': 0.9882352941176471, 'f1': 0.9882352941176471, 'number': 85} | {'precision': 0.9876543209876543, 'recall': 0.9876543209876543, 'f1': 0.9876543209876543, 'number': 81} | {'precision': 0.8947368421052632, 'recall': 0.7083333333333334, 'f1': 0.7906976744186046, 'number': 24} | {'precision': 0.7391304347826086, 'recall': 0.6538461538461539, 'f1': 0.693877551020408, 'number': 26}  | {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 50}               | {'precision': 0.9705882352941176, 'recall': 1.0, 'f1': 0.9850746268656716, 'number': 33} | 0.9623            | 0.9398         | 0.9509     | 0.9771           |
+
+
+### Framework versions
+
+- Transformers 4.38.2
+- Pytorch 2.0.1+cu118
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

@@ -0,0 +1,45 @@
+{
+  "_name_or_path": "SCUT-DLVCLab/lilt-roberta-en-base",
+  "architectures": [
+    "LiltForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "channel_shrink_ratio": 4,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
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