--- license: apache-2.0 base_model: indolem/indobertweet-base-uncased tags: - generated_from_trainer model-index: - name: indonesia-election-topic-classification-undersampling-double results: [] --- # indonesia-election-topic-classification-undersampling-double This model is a fine-tuned version of [indolem/indobertweet-base-uncased](https://huggingface.co/indolem/indobertweet-base-uncased) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 2.2574 - Balanced Accuracy: 0.5978 ## 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 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 14 ### Training results | Training Loss | Epoch | Step | Validation Loss | Balanced Accuracy | |:-------------:|:-----:|:----:|:---------------:|:-----------------:| | No log | 1.0 | 180 | 1.0928 | 0.4716 | | No log | 2.0 | 360 | 1.1167 | 0.4998 | | 0.997 | 3.0 | 540 | 1.2231 | 0.4872 | | 0.997 | 4.0 | 720 | 1.4308 | 0.5272 | | 0.997 | 5.0 | 900 | 1.7431 | 0.5498 | | 0.291 | 6.0 | 1080 | 1.9512 | 0.5124 | | 0.291 | 7.0 | 1260 | 2.0338 | 0.5513 | | 0.291 | 8.0 | 1440 | 2.1909 | 0.5427 | | 0.1077 | 9.0 | 1620 | 2.2574 | 0.5978 | | 0.1077 | 10.0 | 1800 | 2.3393 | 0.5698 | | 0.1077 | 11.0 | 1980 | 2.3479 | 0.5312 | | 0.0485 | 12.0 | 2160 | 2.3941 | 0.5795 | | 0.0485 | 13.0 | 2340 | 2.4026 | 0.5896 | | 0.0178 | 14.0 | 2520 | 2.4172 | 0.5584 | ### Framework versions - Transformers 4.41.2 - Pytorch 2.1.2 - Datasets 2.19.2 - Tokenizers 0.19.1