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README.md ADDED
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+ ---
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+ library_name: transformers
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+ base_model: gokulsrinivasagan/bert_tiny_lda_100_v1_book
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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: bert_tiny_lda_100_v1_book_qqp
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+ results: []
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+ ---
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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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+
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+ # bert_tiny_lda_100_v1_book_qqp
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+
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+ This model is a fine-tuned version of [gokulsrinivasagan/bert_tiny_lda_100_v1_book](https://huggingface.co/gokulsrinivasagan/bert_tiny_lda_100_v1_book) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4070
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+ - Accuracy: 0.8786
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+ - F1: 0.8329
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+ - Combined Score: 0.8558
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 256
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+ - eval_batch_size: 256
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+ - seed: 10
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+ - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 50
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Combined Score |
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+ |:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|:--------------:|
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+ | 0.4139 | 1.0 | 1422 | 0.3737 | 0.8295 | 0.7418 | 0.7857 |
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+ | 0.3158 | 2.0 | 2844 | 0.3214 | 0.8611 | 0.8107 | 0.8359 |
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+ | 0.2619 | 3.0 | 4266 | 0.3060 | 0.8700 | 0.8219 | 0.8459 |
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+ | 0.218 | 4.0 | 5688 | 0.3371 | 0.8694 | 0.8117 | 0.8405 |
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+ | 0.1821 | 5.0 | 7110 | 0.3295 | 0.8787 | 0.8341 | 0.8564 |
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+ | 0.1502 | 6.0 | 8532 | 0.3353 | 0.8790 | 0.8389 | 0.8589 |
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+ | 0.1258 | 7.0 | 9954 | 0.3609 | 0.8776 | 0.8375 | 0.8576 |
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+ | 0.105 | 8.0 | 11376 | 0.4070 | 0.8786 | 0.8329 | 0.8558 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.46.3
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+ - Pytorch 2.2.1+cu118
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+ - Datasets 2.17.0
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+ - Tokenizers 0.20.3
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