gokulsrinivasagan
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Browse files- README.md +70 -0
- logs/events.out.tfevents.1733838699.ki-g0008.520107.20 +2 -2
- model.safetensors +1 -1
README.md
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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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<!-- 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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# bert_base_lda_20_v1_book_mrpc
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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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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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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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### Training results
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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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### Framework versions
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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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