README.md

metadata

tags:
  - generated_from_trainer
metrics:
  - precision
  - recall
  - f1
  - accuracy
model-index:
  - name: layoutlmv1-er-ner
    results: []

layoutlmv1-er-ner

This model is a fine-tuned version of renjithks/layoutlmv1-cord-ner on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2936
• Precision: 0.6097
• Recall: 0.6192
• F1: 0.6144
• Accuracy: 0.9479

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 20

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	1.0	22	0.3856	0.3047	0.1453	0.1968	0.8885
No log	2.0	44	0.2637	0.3725	0.3625	0.3674	0.9197
No log	3.0	66	0.2184	0.5117	0.4612	0.4852	0.9361
No log	4.0	88	0.2321	0.4714	0.5585	0.5113	0.9361
No log	5.0	110	0.2183	0.5453	0.5853	0.5646	0.9440
No log	6.0	132	0.2243	0.5977	0.5867	0.5922	0.9459
No log	7.0	154	0.2451	0.5716	0.5910	0.5811	0.9410
No log	8.0	176	0.2387	0.5881	0.5839	0.5860	0.9474
No log	9.0	198	0.2702	0.5794	0.6023	0.5906	0.9430
No log	10.0	220	0.2450	0.5920	0.6079	0.5999	0.9480
No log	11.0	242	0.2697	0.6151	0.5994	0.6071	0.9467
No log	12.0	264	0.2607	0.6022	0.6234	0.6126	0.9497
No log	13.0	286	0.2737	0.6172	0.6276	0.6224	0.9488
No log	14.0	308	0.2840	0.6117	0.6333	0.6223	0.9474
No log	15.0	330	0.2833	0.6030	0.6192	0.6110	0.9476
No log	16.0	352	0.3009	0.6161	0.6135	0.6148	0.9449
No log	17.0	374	0.2920	0.6098	0.6150	0.6124	0.9473
No log	18.0	396	0.2931	0.6017	0.6135	0.6075	0.9471
No log	19.0	418	0.2935	0.6103	0.6206	0.6154	0.9476
No log	20.0	440	0.2936	0.6097	0.6192	0.6144	0.9479

Framework versions

• Transformers 4.18.0
• Pytorch 1.11.0
• Datasets 2.1.0
• Tokenizers 0.12.1