End of training
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README.md
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---
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license: mit
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base_model: LazarusNLP/NusaBERT-base
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tags:
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- generated_from_trainer
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datasets:
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- indonlu
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: NusaBERT-base-POSP
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results:
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- task:
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name: Token Classification
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type: token-classification
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dataset:
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name: indonlu
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type: indonlu
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config: posp
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split: validation
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args: posp
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metrics:
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- name: Precision
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type: precision
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value: 0.9577443609022557
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- name: Recall
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type: recall
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value: 0.9577443609022557
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- name: F1
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type: f1
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value: 0.9577443609022557
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- name: Accuracy
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type: accuracy
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value: 0.9577443609022557
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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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# NusaBERT-base-POSP
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This model is a fine-tuned version of [LazarusNLP/NusaBERT-base](https://huggingface.co/LazarusNLP/NusaBERT-base) on the indonlu dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1472
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- Precision: 0.9577
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- Recall: 0.9577
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- F1: 0.9577
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- Accuracy: 0.9577
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 64
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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: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| No log | 1.0 | 420 | 0.2680 | 0.9203 | 0.9203 | 0.9203 | 0.9203 |
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| 0.6283 | 2.0 | 840 | 0.2017 | 0.9379 | 0.9379 | 0.9379 | 0.9379 |
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| 0.218 | 3.0 | 1260 | 0.1785 | 0.9449 | 0.9449 | 0.9449 | 0.9449 |
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| 0.1612 | 4.0 | 1680 | 0.1692 | 0.9490 | 0.9490 | 0.9490 | 0.9490 |
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| 0.1393 | 5.0 | 2100 | 0.1577 | 0.9511 | 0.9511 | 0.9511 | 0.9511 |
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| 0.1119 | 6.0 | 2520 | 0.1503 | 0.9539 | 0.9539 | 0.9539 | 0.9539 |
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| 0.1119 | 7.0 | 2940 | 0.1499 | 0.9549 | 0.9549 | 0.9549 | 0.9549 |
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| 0.0943 | 8.0 | 3360 | 0.1542 | 0.9547 | 0.9547 | 0.9547 | 0.9547 |
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| 0.0824 | 9.0 | 3780 | 0.1517 | 0.9558 | 0.9558 | 0.9558 | 0.9558 |
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| 0.0785 | 10.0 | 4200 | 0.1519 | 0.9557 | 0.9557 | 0.9557 | 0.9557 |
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### Framework versions
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- Transformers 4.37.2
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- Pytorch 2.2.0+cu118
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- Datasets 2.17.1
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- Tokenizers 0.15.1
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runs/Feb23_03-39-48_bookbot-h100/events.out.tfevents.1708659589.bookbot-h100.452679.0
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runs/Feb23_03-39-48_bookbot-h100/events.out.tfevents.1708659765.bookbot-h100.452679.1
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