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End of training

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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: cc-by-4.0
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+ base_model: l3cube-pune/indic-sentence-bert-nli
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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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+ - precision
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+ - recall
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+ - f1
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+ model-index:
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+ - name: indic-sentence-bert-nli-hate-mr
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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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+ # indic-sentence-bert-nli-hate-mr
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+
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+ This model is a fine-tuned version of [l3cube-pune/indic-sentence-bert-nli](https://huggingface.co/l3cube-pune/indic-sentence-bert-nli) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1222
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+ - Accuracy: 0.9732
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+ - Precision: 0.9733
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+ - Recall: 0.9732
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+ - F1: 0.9732
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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: 16
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+ - eval_batch_size: 128
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+ - seed: 42
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 32
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 10
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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 | Precision | Recall | F1 |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
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+ | 0.6323 | 1.0 | 61 | 0.6216 | 0.6819 | 0.6951 | 0.6816 | 0.6762 |
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+ | 0.6538 | 2.0 | 122 | 0.6064 | 0.6843 | 0.7260 | 0.6849 | 0.6695 |
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+ | 0.478 | 3.0 | 183 | 0.6003 | 0.7060 | 0.7076 | 0.7059 | 0.7054 |
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+ | 0.3915 | 4.0 | 244 | 0.5929 | 0.7373 | 0.748 | 0.7376 | 0.7346 |
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+ | 0.3288 | 5.0 | 305 | 0.6091 | 0.7470 | 0.7560 | 0.7472 | 0.7448 |
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+ | 0.2425 | 6.0 | 366 | 0.6779 | 0.7301 | 0.7344 | 0.7300 | 0.7288 |
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+ | 0.1878 | 7.0 | 427 | 0.6804 | 0.7422 | 0.7423 | 0.7422 | 0.7421 |
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+ | 0.1156 | 8.0 | 488 | 0.7229 | 0.7614 | 0.7616 | 0.7615 | 0.7614 |
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+ | 0.1454 | 9.0 | 549 | 0.8009 | 0.7494 | 0.7528 | 0.7493 | 0.7485 |
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+ | 0.1152 | 10.0 | 610 | 0.8109 | 0.7566 | 0.7571 | 0.7566 | 0.7565 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.45.1
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+ - Pytorch 2.4.0
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+ - Datasets 3.0.1
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+ - Tokenizers 0.20.0
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