bert-small-mlm-finetuned-imdb

muhtasham/bert-small-mlm-finetuned-imdb

bert-small-mlm-finetuned-imdb 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 5, 2022
Updated: Dec 5, 2022
SHA: 2f026417

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Model card

From the Hugging Face model README

bert-small-mlm-finetuned-imdb

This model is a fine-tuned version of google/bert_uncased_L-4_H-512_A-8 on the None dataset. It achieves the following results on the evaluation set:

Loss: 2.3337

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: 128
eval_batch_size: 128
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
2.6923	0.64	500	2.4796
2.602	1.28	1000	2.4423
2.5672	1.92	1500	2.4226
2.5252	2.56	2000	2.4148
2.5107	3.2	2500	2.3978
2.4948	3.84	3000	2.3839
2.463	4.48	3500	2.3739
2.4584	5.12	4000	2.3726
2.4367	5.75	4500	2.3515
2.4308	6.39	5000	2.3565
2.411	7.03	5500	2.3540
2.4026	7.67	6000	2.3491
2.3956	8.31	6500	2.3297
2.3864	8.95	7000	2.3338
2.3799	9.59	7500	2.3310
2.3575	10.23	8000	2.3337

Framework versions

Transformers 4.25.1
Pytorch 1.12.1+cu113
Datasets 2.7.1
Tokenizers 0.13.2

Task: Fill-Mask
Library: transformers
Type: bert
License: apache-2.0
Created: Dec 5, 2022
Updated: Dec 5, 2022