legal-czech-roberta-base

joelniklaus/legal-czech-roberta-base

legal-czech-roberta-base is a fill-mask model from joelniklaus. Use it when you need the model to fill a missing word. It is set up for transformers.

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

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At a glance

Task: Fill-Mask
Library: transformers
Model type: roberta
Access: Public
Created: Feb 6, 2023
Updated: Feb 9, 2023
SHA: f31d84ca

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Model card

From the Hugging Face model README

legal-czech-roberta-base

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.6097

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: 0.0001
train_batch_size: 16
eval_batch_size: 16
seed: 42
distributed_type: tpu
num_devices: 8
gradient_accumulation_steps: 4
total_train_batch_size: 512
total_eval_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.05
training_steps: 200000

Training results

Training Loss	Epoch	Step	Validation Loss
0.9425	0.25	50000	0.7593
0.712	1.11	100000	0.6754
0.6889	1.36	150000	0.6195
0.6506	2.21	200000	0.6097

Framework versions

Transformers 4.20.1
Pytorch 1.12.0+cu102
Datasets 2.9.0
Tokenizers 0.12.0

Task: Fill-Mask
Library: transformers
Type: roberta
Created: Feb 6, 2023
Updated: Feb 9, 2023