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modernbert-large-MeDataset-NER-540-samples-OOD

Token Classification
PyTorch
modernbert-token-classifier
modernbert
ner
medical
dataset-extraction
long-context
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modernbert-large-MeDataset-NER-540-samples-OOD
File size: 1,279 Bytes
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{
  "model_type": "modernbert-token-classifier",
  "base_model": "answerdotai/ModernBERT-large",
  "num_labels": 3,
  "hidden_size": 1024,
  "max_seq_length": 8192,
  "entity_types": [
    "Dataset"
  ],
  "entity_description": "Names of datasets, corpus, collections, databases, benchmarks used in scientific research",
  "bio_labels": [
    "O",
    "B-Dataset",
    "I-Dataset"
  ],
  "label2id": {
    "O": 0,
    "B-Dataset": 1,
    "I-Dataset": 2
  },
  "hyperparameters": {
    "encoder_lr": 5e-05,
    "head_lr": 0.001,
    "dropout": 0.1,
    "batch_size": 1,
    "grad_accum_steps": 4,
    "effective_batch_size": 4,
    "num_epochs": 10,
    "warmup_ratio": 0.1,
    "weight_decay": 0.01,
    "freeze_layers": 0,
    "precision": "bf16",
    "gpu": "NVIDIA GeForce RTX 5070 Ti"
  },
  "training_data": {
    "source": "data-annotations.json",
    "ood_source": "151-eval.json",
    "total_documents": 542,
    "ood_documents": 151,
    "train_examples": 2324,
    "val_examples": 309,
    "test_examples": 466,
    "ood_examples": 1142,
    "chunk_size_chars": 6000,
    "chunk_overlap_chars": 500,
    "negative_sampling": true,
    "negative_sample_ratio": 0.15,
    "augmentation": true,
    "augmentation_window_size": 4000,
    "augmentation_max_per_doc": 3
  }
}