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End of training

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  1. README.md +75 -0
  2. config.json +51 -0
  3. model.safetensors +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: DTAI-KULeuven/robbert-2023-dutch-large
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: robbert-2023-dutch-large_ner
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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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+ # robbert-2023-dutch-large_ner
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+
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+ This model is a fine-tuned version of [DTAI-KULeuven/robbert-2023-dutch-large](https://huggingface.co/DTAI-KULeuven/robbert-2023-dutch-large) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3927
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+ - Precision: 0.9137
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+ - Recall: 0.9190
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+ - F1: 0.9162
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+ - Accuracy: 0.9515
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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: 8
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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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+ - 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 | Precision | Recall | F1 | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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+ | No log | 1.0 | 438 | 0.3076 | 0.8616 | 0.8592 | 0.8581 | 0.9133 |
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+ | 0.4231 | 2.0 | 876 | 0.2583 | 0.9068 | 0.8795 | 0.8919 | 0.9338 |
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+ | 0.2222 | 3.0 | 1314 | 0.2809 | 0.8821 | 0.8940 | 0.8864 | 0.9331 |
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+ | 0.1519 | 4.0 | 1752 | 0.2549 | 0.9142 | 0.9207 | 0.9169 | 0.9505 |
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+ | 0.1094 | 5.0 | 2190 | 0.2487 | 0.9105 | 0.9145 | 0.9121 | 0.9482 |
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+ | 0.0731 | 6.0 | 2628 | 0.3406 | 0.9094 | 0.9108 | 0.9097 | 0.9473 |
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+ | 0.0445 | 7.0 | 3066 | 0.3137 | 0.9118 | 0.9164 | 0.9139 | 0.9498 |
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+ | 0.0251 | 8.0 | 3504 | 0.3178 | 0.9166 | 0.9209 | 0.9186 | 0.9526 |
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+ | 0.0251 | 9.0 | 3942 | 0.3886 | 0.9118 | 0.9170 | 0.9143 | 0.9504 |
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+ | 0.0129 | 10.0 | 4380 | 0.3927 | 0.9137 | 0.9190 | 0.9162 | 0.9515 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.42.4
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
config.json ADDED
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+ {
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+ "_name_or_path": "DTAI-KULeuven/robbert-2023-dutch-large",
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+ "additional_special_tokens_ids": [],
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+ "architectures": [
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+ "RobertaForTokenClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "bos_token_id": 0,
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+ "classifier_dropout": null,
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+ "cls_token_id": 0,
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+ "eos_token_id": 1,
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+ "hidden_act": "gelu",
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+ "id2label": {
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+ "layer_norm_eps": 1e-05,
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+ "mask_token_id": 4,
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+ "max_position_embeddings": 514,
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+ "model_type": "roberta",
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+ "num_attention_heads": 16,
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+ "num_hidden_layers": 24,
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+ "pad_token_id": 1,
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+ "position_embedding_type": "absolute",
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+ "sep_token_id": 3,
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+ "tokenizer_class": "RobertaTokenizerFast",
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.42.4",
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+ "type_vocab_size": 1,
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+ "unk_token_id": 2,
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+ "use_cache": true,
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+ "vocab_size": 50000
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+ }
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