small-mlm-glue-mrpc

muhtasham/small-mlm-glue-mrpc

small-mlm-glue-mrpc 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: Jan 5, 2023
Updated: Jan 5, 2023
SHA: 6a528555

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Model card

From the Hugging Face model README

small-mlm-glue-mrpc

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: 2.6779

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
2.8599	1.09	500	2.5767
2.7017	2.18	1000	2.5086
2.535	3.27	1500	2.5969
2.4565	4.36	2000	2.6871
2.3714	5.45	2500	2.4743
2.3244	6.54	3000	2.5176
2.2136	7.63	3500	2.4796
2.1939	8.71	4000	2.6779

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.0+cu116
Datasets 2.8.1.dev0
Tokenizers 0.13.2

Task: Fill-Mask
Library: transformers
Type: bert
License: apache-2.0
Created: Jan 5, 2023
Updated: Jan 5, 2023