Training completed!
Browse files
README.md
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---
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license: apache-2.0
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base_model: google-bert/bert-base-multilingual-cased
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: SingPurcBERT-Katch-0328
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results: []
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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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# SingPurcBERT-Katch-0328
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This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4296
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- Accuracy: 0.8593
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- F1: 0.8593
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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: 8
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- eval_batch_size: 8
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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 | Accuracy | F1 |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|
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| 0.384 | 1.0 | 3372 | 0.3757 | 0.8450 | 0.8445 |
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| 0.3444 | 2.0 | 6744 | 0.3650 | 0.8583 | 0.8583 |
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| 0.3386 | 3.0 | 10116 | 0.4296 | 0.8593 | 0.8593 |
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| 0.3166 | 4.0 | 13488 | 0.5125 | 0.8460 | 0.8457 |
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| 0.2781 | 5.0 | 16860 | 0.7211 | 0.8504 | 0.8502 |
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| 0.2236 | 6.0 | 20232 | 0.7112 | 0.8504 | 0.8503 |
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| 0.2008 | 7.0 | 23604 | 0.8183 | 0.8509 | 0.8509 |
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| 0.1591 | 8.0 | 26976 | 0.9926 | 0.8464 | 0.8462 |
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| 0.1103 | 9.0 | 30348 | 1.0597 | 0.8411 | 0.8409 |
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| 0.0802 | 10.0 | 33720 | 1.0660 | 0.8436 | 0.8436 |
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### Framework versions
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- Transformers 4.36.0.dev0
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- Pytorch 2.0.0
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- Datasets 2.14.5
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- Tokenizers 0.14.1
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model.safetensors
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runs/Mar28_12-44-07_0551480a1390/events.out.tfevents.1711653198.0551480a1390.39161.1
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