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stackoverflow_tag_classification/modernBERT_vs_Deberta/ModernBERT-base/trusting-pig-816

Browse files
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: answerdotai/ModernBERT-base
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: trusting-pig-816
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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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+ # trusting-pig-816
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+
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+ This model is a fine-tuned version of [answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1592
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+ - Hamming Loss: 0.0565
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+ - Zero One Loss: 0.4150
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+ - Jaccard Score: 0.3578
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+ - Hamming Loss Optimised: 0.0563
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+ - Hamming Loss Threshold: 0.6142
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+ - Zero One Loss Optimised: 0.405
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+ - Zero One Loss Threshold: 0.4535
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+ - Jaccard Score Optimised: 0.3293
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+ - Jaccard Score Threshold: 0.2819
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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: 2.6914757226504776e-05
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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+ - seed: 2024
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9666943806564104,0.8490809509863677) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 3
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Hamming Loss | Zero One Loss | Jaccard Score | Hamming Loss Optimised | Hamming Loss Threshold | Zero One Loss Optimised | Zero One Loss Threshold | Jaccard Score Optimised | Jaccard Score Threshold |
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+ |:-------------:|:-----:|:----:|:---------------:|:------------:|:-------------:|:-------------:|:----------------------:|:----------------------:|:-----------------------:|:-----------------------:|:-----------------------:|:-----------------------:|
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+ | No log | 1.0 | 100 | 0.1833 | 0.0671 | 0.5188 | 0.4833 | 0.0656 | 0.4303 | 0.4663 | 0.3399 | 0.3971 | 0.2889 |
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+ | No log | 2.0 | 200 | 0.1570 | 0.0581 | 0.4337 | 0.3803 | 0.057 | 0.5935 | 0.4275 | 0.4301 | 0.3281 | 0.2506 |
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+ | No log | 3.0 | 300 | 0.1592 | 0.0565 | 0.4150 | 0.3578 | 0.0563 | 0.6142 | 0.405 | 0.4535 | 0.3293 | 0.2819 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.48.0.dev0
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+ - Pytorch 2.5.1+cu124
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+ - Datasets 3.1.0
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+ - Tokenizers 0.21.0
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