clinical_longformer_new_tokens

SandriBarros/clinical_longformer_new_tokens

clinical_longformer_new_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: Oct 31, 2023
Updated: Oct 31, 2023
SHA: ca37d4eb

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Base models

allenai/longformer-base-4096

Model card

From the Hugging Face model README

clinical_longformer_new_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: 4.9778

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
2.5659	1.42	2	5.0000
2.6337	2.84	4	4.9778

Framework versions

Transformers 4.34.1
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: Oct 31, 2023
Updated: Oct 31, 2023