clinical_longformer_same_tokens

SandriBarros/clinical_longformer_same_tokens

clinical_longformer_same_tokens is a fill-mask model from SandriBarros. 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: longformer
Access: Public
Created: Nov 5, 2023
Updated: Nov 5, 2023
SHA: d42dda5d

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Base models

allenai/longformer-base-4096

Model card

From the Hugging Face model README

clinical_longformer_same_tokens

This model is a fine-tuned version of allenai/longformer-base-4096 on the None dataset. It achieves the following results on the evaluation set:

Loss: 3.4982

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: 2e-05
train_batch_size: 2
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 64
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 1500
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss
1.9499	1.42	2	3.5207
1.8555	2.84	4	3.4982

Framework versions

Transformers 4.35.0
Pytorch 2.1.0+cu118
Datasets 2.14.6
Tokenizers 0.14.1

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