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README.md ADDED
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+ ---
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+ language:
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+ - da
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+ license: apache-2.0
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+ tags:
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+ - token-classification
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+ - ner
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+ - danish
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+ - modernbert
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+ datasets:
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+ - alexandrainst/dane
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+ metrics:
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+ - f1
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+ - precision
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+ - recall
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+ pipeline_tag: token-classification
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+ widget:
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+ - text: "Jens Peter Hansen bor i København og arbejder hos Novo Nordisk."
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+ ---
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+
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+ # ModernBERT Danish NER (Base)
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+
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+ Danish Named Entity Recognition model fine-tuned from [`AI-Sweden-Models/ModernBERT-base`](https://huggingface.co/AI-Sweden-Models/ModernBERT-base) on the [DaNE](https://huggingface.co/datasets/alexandrainst/dane) dataset.
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+
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+ ## Benchmark: DaNE Test Set
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+
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+ | Entity | Precision | Recall | F1 | Support |
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+ |--------|-----------|--------|----|---------|
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+ | PER | 0.8962 | 0.9061 | 0.9011 | 181 |
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+ | ORG | 0.6929 | 0.6299 | 0.6599 | 154 |
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+ | LOC | 0.7500 | 0.8969 | 0.8169 | 97 |
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+ | MISC | 0.4878 | 0.6316 | 0.5505 | 95 |
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+ | **micro avg** | **0.7260** | **0.7742** | **0.7493** | |
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+
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+ ## Entity Types
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+
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+ - **PER**: Person names
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+ - **ORG**: Organizations
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+ - **LOC**: Locations
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+ - **MISC**: Miscellaneous entities
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import pipeline
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+
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+ ner = pipeline("ner", model="thomasbeste/modernbert-da-ner-base", aggregation_strategy="simple")
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+ results = ner("Jens Peter Hansen bor i København og arbejder hos Novo Nordisk.")
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+ for entity in results:
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+ print(f"{entity['word']}: {entity['entity_group']} ({entity['score']:.3f})")
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+ ```
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+
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+ ## Training Details
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+
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+ - **Base model**: AI-Sweden-Models/ModernBERT-base
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+ - **Dataset**: DaNE (alexandrainst/dane) — 4,383 train / 564 val / 565 test sentences
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+ - **Epochs**: 10
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+ - **Learning rate**: 2e-5
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+ - **Batch size**: 16
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+ - **Optimizer**: AdamW (weight decay 0.01, warmup ratio 0.1)
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+ - **Precision**: bf16
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+ - **Max sequence length**: 256
config.json ADDED
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+ {
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+ "architectures": [
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+ "ModernBertForTokenClassification"
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+ ],
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+ "attention_dropout": 0.0,
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+ "classifier_activation": "silu",
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+ "classifier_bias": false,
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+ "classifier_pooling": "mean",
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+ "global_attn_every_n_layers": 3,
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+ "global_rope_theta": 160000.0,
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+ "gradient_checkpointing": false,
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+ "hidden_activation": "gelu",
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "O",
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+ "1": "B-PER",
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+ "2": "I-PER",
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+ "3": "B-ORG",
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+ "4": "I-ORG",
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+ "5": "B-LOC",
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+ "6": "I-LOC",
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+ "7": "B-MISC",
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+ "8": "I-MISC"
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+ },
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+ "initializer_cutoff_factor": 2.0,
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+ },
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+ "layer_norm_eps": 1e-05,
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+ "local_attention": 128,
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+ "local_rope_theta": 10000.0,
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+ "max_position_embeddings": 8192,
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+ "mlp_bias": false,
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+ "mlp_dropout": 0.0,
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+ "model_type": "modernbert",
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+ "norm_bias": false,
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+ "norm_eps": 1e-05,
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 22,
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+ "sparse_prediction": false,
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+ "transformers_version": "4.57.6",
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+ "vocab_size": 50368
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+ }
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+ "PER": {
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+ "recall": 0.9060773480662984,
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+ "f1": 0.9010989010989011,
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+ "number": 181.0
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+ "overall_precision": 0.7259786476868327,
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+ "overall_recall": 0.7741935483870968,
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+ "overall_f1": 0.7493112947658401,
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+ "overall_accuracy": 0.9662182912597507
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+ }
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tokenizer.json ADDED
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