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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_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_base_lda_20_v1_book_qqp
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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: 0.3932
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+ - Accuracy: 0.8967
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+ - F1: 0.8600
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+ - Combined Score: 0.8784
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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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+ | 0.3572 | 1.0 | 1422 | 0.2867 | 0.8733 | 0.8318 | 0.8526 |
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+ | 0.2449 | 2.0 | 2844 | 0.2800 | 0.8809 | 0.8501 | 0.8655 |
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+ | 0.1784 | 3.0 | 4266 | 0.2672 | 0.8945 | 0.8609 | 0.8777 |
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+ | 0.1265 | 4.0 | 5688 | 0.2889 | 0.8951 | 0.8612 | 0.8782 |
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+ | 0.0934 | 5.0 | 7110 | 0.3325 | 0.8966 | 0.8566 | 0.8766 |
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+ | 0.0723 | 6.0 | 8532 | 0.3647 | 0.8955 | 0.8605 | 0.8780 |
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+ | 0.0576 | 7.0 | 9954 | 0.4287 | 0.8960 | 0.8634 | 0.8797 |
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+ | 0.0486 | 8.0 | 11376 | 0.3932 | 0.8967 | 0.8600 | 0.8784 |
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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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