Commit
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Parent(s):
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Training in progress epoch 0
Browse files- README.md +54 -0
- config.json +102 -0
- special_tokens_map.json +7 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +13 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert-base-cased
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tags:
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- generated_from_keras_callback
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model-index:
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- name: nikoslefkos/nerbert_ontonotes
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results: []
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---
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<!-- This model card has been generated automatically according to the information Keras had access to. You should
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probably proofread and complete it, then remove this comment. -->
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# nikoslefkos/nerbert_ontonotes
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This model is a fine-tuned version of [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.2213
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- Validation Loss: 0.1077
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- Epoch: 0
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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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- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 9360, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Epoch |
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|:----------:|:---------------:|:-----:|
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| 0.2213 | 0.1077 | 0 |
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### Framework versions
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- Transformers 4.31.0
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- TensorFlow 2.13.0
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- Datasets 2.14.0
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- Tokenizers 0.13.3
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config.json
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{
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"_name_or_path": "distilbert-base-cased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForTokenClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "O",
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"1": "B-CARDINAL",
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"2": "B-DATE",
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"3": "I-DATE",
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"4": "B-PERSON",
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"5": "I-PERSON",
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"6": "B-NORP",
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"7": "B-GPE",
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"8": "I-GPE",
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"9": "B-LAW",
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"10": "I-LAW",
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"11": "B-ORG",
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"12": "I-ORG",
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"13": "B-PERCENT",
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"14": "I-PERCENT",
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"15": "B-ORDINAL",
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"16": "B-MONEY",
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"17": "I-MONEY",
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"18": "B-WORK_OF_ART",
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"19": "I-WORK_OF_ART",
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"20": "B-FAC",
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"21": "B-TIME",
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"22": "I-CARDINAL",
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"23": "B-LOC",
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"24": "B-QUANTITY",
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"25": "I-QUANTITY",
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"26": "I-NORP",
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"27": "I-LOC",
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"28": "B-PRODUCT",
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"29": "I-TIME",
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"30": "B-EVENT",
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"31": "I-EVENT",
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"32": "I-FAC",
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"33": "B-LANGUAGE",
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"34": "I-PRODUCT",
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"35": "I-ORDINAL",
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"36": "I-LANGUAGE"
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},
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"initializer_range": 0.02,
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"label2id": {
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"B-CARDINAL": 1,
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"B-DATE": 2,
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"B-EVENT": 30,
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"B-FAC": 20,
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"B-GPE": 7,
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"B-LANGUAGE": 33,
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"B-LAW": 9,
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"B-LOC": 23,
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"B-MONEY": 16,
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"B-NORP": 6,
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"B-ORDINAL": 15,
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"B-ORG": 11,
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"B-PERCENT": 13,
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"B-PERSON": 4,
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"B-PRODUCT": 28,
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"B-QUANTITY": 24,
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"B-TIME": 21,
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"B-WORK_OF_ART": 18,
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"I-CARDINAL": 22,
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"I-DATE": 3,
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"I-EVENT": 31,
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"I-FAC": 32,
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"I-GPE": 8,
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"I-LANGUAGE": 36,
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"I-LAW": 10,
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"I-LOC": 27,
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"I-MONEY": 17,
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"I-NORP": 26,
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"I-ORDINAL": 35,
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"I-ORG": 12,
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"I-PERCENT": 14,
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"I-PERSON": 5,
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"I-PRODUCT": 34,
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"I-QUANTITY": 25,
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"I-TIME": 29,
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"I-WORK_OF_ART": 19,
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"O": 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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"output_past": true,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"transformers_version": "4.31.0",
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"vocab_size": 28996
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}
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:66dda3a250c9c832e5de13c5e879f60e8b868e03269de888106b06bd4af10831
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size 261004560
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tokenizer.json
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tokenizer_config.json
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{
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_lower_case": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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vocab.txt
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