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Update model card.

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: distilbert-base-uncased
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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: distilbert-tweet_eval-emotion
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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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+ # distilbert-tweet_eval-emotion
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+
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+ This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the tweet_eval dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2519
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+ - Accuracy: 0.9212
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+ - Precision: 0.9333
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+ - Recall: 0.7424
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+ - F1: 0.8138
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+ - Auroc: 0.9510
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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: 1e-05
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+ - train_batch_size: 4
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+ - eval_batch_size: 4
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+ - seed: 42
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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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+ - training_steps: 1000
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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 | Auroc |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|:------:|
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+ | 0.4845 | 2.5 | 250 | 0.4243 | 0.8061 | 0.2000 | 0.0500 | 0.0800 | 0.9209 |
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+ | 0.2692 | 5.0 | 500 | 0.2946 | 0.9151 | 0.9333 | 0.7091 | 0.7871 | 0.9469 |
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+ | 0.192 | 7.5 | 750 | 0.2599 | 0.9151 | 0.9333 | 0.7091 | 0.7871 | 0.9500 |
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+ | 0.1502 | 10.0 | 1000 | 0.2519 | 0.9212 | 0.9333 | 0.7424 | 0.8138 | 0.9510 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.2
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+ - Pytorch 2.1.2
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+ - Datasets 2.17.0
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+ - Tokenizers 0.15.1
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+ {
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+ "_name_or_path": "distilbert-base-uncased",
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+ "activation": "gelu",
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+ "architectures": [
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+ "DistilBertForSequenceClassification"
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+ ],
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+ "attention_dropout": 0.1,
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+ "id2label": {
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+ "0": "violence",
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+ "1": "gender",
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+ "2": "race",
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+ "3": "sexual_orientation",
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+ "4": "religion"
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+ "religion": 4,
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+ "sexual_orientation": 3,
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+ "violence": 0
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+ },
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+ "max_position_embeddings": 512,
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+ "model_type": "distilbert",
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+ "n_heads": 12,
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+ "n_layers": 6,
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+ "pad_token_id": 0,
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+ "problem_type": "multi_label_classification",
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+ }
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