metadata

language:
  - da
license: mit
model-index:
  - name: contract-ner-model-da
    results: []
widget:
  - >-
    Medarbejderen starter arbejdet den 1. januar 2020 og afslutter arbejdet den
    21. januar 2020. Den ugentlige arbejdstid er 37 timer, og medarbejderen
    bliver aflønnet med 23.000,00 kr. om måneden. Arbejdsstedet er Supervej 21,
    2000 Frederiksberg.
inference:
  parameters:
    aggregation_strategy: first

contract-ner-model-da

This model is a fine-tuned version of xlm-roberta-base on a custom contracts dataset. It achieves the following results on the evaluation set:

Loss: 0.0026
Micro F1: 0.9297

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 919
num_epochs: 500

Training results

Training Loss	Epoch	Step	Validation Loss	Micro F1
0.8971	0.24	200	0.0205	0.0
0.0173	0.48	400	0.0100	0.2921
0.0092	0.73	600	0.0065	0.7147
0.0063	0.97	800	0.0046	0.8332
0.0047	1.21	1000	0.0047	0.8459
0.0042	1.45	1200	0.0039	0.8694
0.0037	1.69	1400	0.0035	0.8888
0.0032	1.93	1600	0.0035	0.8840
0.0025	2.18	1800	0.0029	0.8943
0.0023	2.42	2000	0.0024	0.9104
0.0023	2.66	2200	0.0032	0.8808
0.0021	2.9	2400	0.0022	0.9338
0.0018	3.14	2600	0.0020	0.9315
0.0015	3.39	2800	0.0026	0.9297

Framework versions

Transformers 4.11.3
Pytorch 1.8.1+cu101
Datasets 1.12.1
Tokenizers 0.10.3