scenario-no_kd_weight_copy-data-indolem_sentiment-model-xlmr_base_trained
This model is a fine-tuned version of haryoaw/scenario-normal-finetune-clf-data-indolem_sentiment-model-xlm-roberta-base on the indolem_sentiment dataset. It achieves the following results on the evaluation set:
- Loss: 0.9589
- Accuracy: 0.8596
- F1: 0.7686
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6969
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
---|---|---|---|---|---|
No log | 0.88 | 100 | 0.5053 | 0.7995 | 0.7203 |
No log | 1.75 | 200 | 0.5105 | 0.8145 | 0.7466 |
No log | 2.63 | 300 | 0.3984 | 0.8321 | 0.7472 |
No log | 3.51 | 400 | 0.5181 | 0.8496 | 0.7391 |
0.2291 | 4.39 | 500 | 0.5720 | 0.8496 | 0.7600 |
0.2291 | 5.26 | 600 | 0.8510 | 0.8446 | 0.7459 |
0.2291 | 6.14 | 700 | 0.6628 | 0.8672 | 0.7686 |
0.2291 | 7.02 | 800 | 0.9033 | 0.8346 | 0.7295 |
0.2291 | 7.89 | 900 | 0.8298 | 0.8571 | 0.7881 |
0.0628 | 8.77 | 1000 | 0.7277 | 0.8496 | 0.7297 |
0.0628 | 9.65 | 1100 | 0.8187 | 0.8471 | 0.7404 |
0.0628 | 10.53 | 1200 | 0.7711 | 0.8571 | 0.7729 |
0.0628 | 11.4 | 1300 | 1.1097 | 0.8496 | 0.7810 |
0.0628 | 12.28 | 1400 | 0.8916 | 0.8596 | 0.7846 |
0.0432 | 13.16 | 1500 | 1.0503 | 0.8571 | 0.7373 |
0.0432 | 14.04 | 1600 | 0.8906 | 0.8672 | 0.7871 |
0.0432 | 14.91 | 1700 | 1.0499 | 0.8471 | 0.7681 |
0.0432 | 15.79 | 1800 | 1.0312 | 0.8571 | 0.7654 |
0.0432 | 16.67 | 1900 | 1.0343 | 0.8471 | 0.7715 |
0.0283 | 17.54 | 2000 | 0.8457 | 0.8596 | 0.7879 |
0.0283 | 18.42 | 2100 | 0.9188 | 0.8697 | 0.7851 |
0.0283 | 19.3 | 2200 | 0.9986 | 0.8596 | 0.7846 |
0.0283 | 20.18 | 2300 | 1.0842 | 0.8471 | 0.7715 |
0.0283 | 21.05 | 2400 | 0.9589 | 0.8596 | 0.7686 |
Framework versions
- Transformers 4.33.3
- Pytorch 2.0.1
- Datasets 2.14.5
- Tokenizers 0.13.3
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Model tree for haryoaw/scenario-no_kd_weight_copy-data-indolem_sentiment-model-xlmr_base_trained
Base model
FacebookAI/xlm-roberta-base