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--- |
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language: |
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- da |
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license: mit |
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widget: |
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- Medarbejderen starter arbejdet den 1. januar 2020 og afslutter arbejdet den 21. |
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januar 2020. Den ugentlige arbejdstid er 37 timer, og medarbejderen bliver aflønnet |
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med 23.000,00 kr. om måneden. Arbejdsstedet er Supervej 21, 2000 Frederiksberg. |
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inference: |
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parameters: |
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aggregation_strategy: first |
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base_model: xlm-roberta-base |
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model-index: |
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- name: contract-ner-model-da |
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results: [] |
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--- |
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# contract-ner-model-da |
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This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on a custom contracts dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.0026 |
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- Micro F1: 0.9297 |
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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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- learning_rate: 2e-05 |
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- train_batch_size: 8 |
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- eval_batch_size: 8 |
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- seed: 42 |
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- gradient_accumulation_steps: 4 |
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- total_train_batch_size: 32 |
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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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- lr_scheduler_warmup_steps: 919 |
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- num_epochs: 500 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Micro F1 | |
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|:-------------:|:-----:|:----:|:---------------:|:--------:| |
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| 0.8971 | 0.24 | 200 | 0.0205 | 0.0 | |
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| 0.0173 | 0.48 | 400 | 0.0100 | 0.2921 | |
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| 0.0092 | 0.73 | 600 | 0.0065 | 0.7147 | |
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| 0.0063 | 0.97 | 800 | 0.0046 | 0.8332 | |
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| 0.0047 | 1.21 | 1000 | 0.0047 | 0.8459 | |
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| 0.0042 | 1.45 | 1200 | 0.0039 | 0.8694 | |
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| 0.0037 | 1.69 | 1400 | 0.0035 | 0.8888 | |
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| 0.0032 | 1.93 | 1600 | 0.0035 | 0.8840 | |
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| 0.0025 | 2.18 | 1800 | 0.0029 | 0.8943 | |
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| 0.0023 | 2.42 | 2000 | 0.0024 | 0.9104 | |
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| 0.0023 | 2.66 | 2200 | 0.0032 | 0.8808 | |
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| 0.0021 | 2.9 | 2400 | 0.0022 | 0.9338 | |
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| 0.0018 | 3.14 | 2600 | 0.0020 | 0.9315 | |
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| 0.0015 | 3.39 | 2800 | 0.0026 | 0.9297 | |
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### Framework versions |
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- Transformers 4.11.3 |
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- Pytorch 1.8.1+cu101 |
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- Datasets 1.12.1 |
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- Tokenizers 0.10.3 |
