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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_base_lda_20_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_base_lda_20_v1_book_mrpc
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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_base_lda_20_v1_book_mrpc
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+
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+ This model is a fine-tuned version of [gokulsrinivasagan/bert_base_lda_20_v1_book](https://huggingface.co/gokulsrinivasagan/bert_base_lda_20_v1_book) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.9451
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+ - Accuracy: 0.7892
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+ - F1: 0.8604
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+ - Combined Score: 0.8248
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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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+ | 0.6176 | 1.0 | 15 | 0.5701 | 0.7034 | 0.8180 | 0.7607 |
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+ | 0.5574 | 2.0 | 30 | 0.5202 | 0.7377 | 0.8271 | 0.7824 |
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+ | 0.4414 | 3.0 | 45 | 0.5004 | 0.7721 | 0.8312 | 0.8016 |
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+ | 0.3089 | 4.0 | 60 | 0.6028 | 0.7598 | 0.8444 | 0.8021 |
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+ | 0.1931 | 5.0 | 75 | 0.6150 | 0.8162 | 0.8727 | 0.8444 |
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+ | 0.1366 | 6.0 | 90 | 0.7471 | 0.7794 | 0.8548 | 0.8171 |
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+ | 0.0839 | 7.0 | 105 | 0.7483 | 0.7990 | 0.8656 | 0.8323 |
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+ | 0.0409 | 8.0 | 120 | 0.9451 | 0.7892 | 0.8604 | 0.8248 |
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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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