tiny-mlm-tweet

muhtasham/tiny-mlm-tweet

tiny-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: 57c3de85

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Model card

From the Hugging Face model README

tiny-mlm-tweet

This model is a fine-tuned version of google/bert_uncased_L-2_H-128_A-2 on the None dataset. It achieves the following results on the evaluation set:

Loss: 4.5627

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
4.832	11.11	500	4.4717
4.3993	22.22	1000	4.3088
4.2588	33.33	1500	4.4458
4.1304	44.44	2000	4.2552
4.0193	55.56	2500	4.4867
3.9369	66.67	3000	4.3410
3.8675	77.78	3500	4.5627

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