span-marker-roberta-base-conll03

ashishpatel26/span-marker-roberta-base-conll03

span-marker-roberta-base-conll03 is a machine learning model from ashishpatel26. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Library: transformers
Model type: span-marker
Access: Public
Created: Aug 30, 2023
Updated: Aug 30, 2023
SHA: 93ecabde

Datasets

conll2003

Model card

From the Hugging Face model README

span-marker-roberta-base-conll03

This model is a fine-tuned version of on the conll2003 dataset. It achieves the following results on the evaluation set:

Loss: 0.0121
Overall Precision: 0.9357
Overall Recall: 0.9346
Overall F1: 0.9351
Overall Accuracy: 0.9870

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: 1e-05
train_batch_size: 4
eval_batch_size: 4
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 8
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
0.0351	0.28	500	0.0272	0.8928	0.8251	0.8576	0.9662
0.0209	0.55	1000	0.0168	0.9066	0.9167	0.9116	0.9820
0.0169	0.83	1500	0.0120	0.9380	0.9291	0.9336	0.9863

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

Library: transformers
Type: span-marker
Created: Aug 30, 2023
Updated: Aug 30, 2023