mini-mlm-tweet

muhtasham/mini-mlm-tweet

mini-mlm-tweet is a fill-mask model from muhtasham. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as apache-2.0.

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

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At a glance

Task: Fill-Mask
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Dec 10, 2022
Updated: Dec 10, 2022
SHA: 679f4fe1

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Model card

From the Hugging Face model README

mini-mlm-tweet

This model is a fine-tuned version of google/bert_uncased_L-4_H-256_A-4 on the None dataset. It achieves the following results on the evaluation set:

Loss: 4.1171

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: 3e-05
train_batch_size: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: constant
num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss
3.9227	11.11	500	3.8377
3.4825	22.22	1000	3.7411
3.2903	33.33	1500	3.8864
3.1026	44.44	2000	3.6987
2.9438	55.56	2500	3.9807
2.8075	66.67	3000	3.8835
2.6951	77.78	3500	4.1171

Framework versions

Transformers 4.25.1
Pytorch 1.13.0+cu116
Datasets 2.7.1
Tokenizers 0.13.2

Task: Fill-Mask
Library: transformers
Type: bert
License: apache-2.0
Created: Dec 10, 2022
Updated: Dec 10, 2022