SPECTER-finetuned-review_classifier

domenicrosati/SPECTER-finetuned-review_classifier

SPECTER-finetuned-review_classifier is a text classification model from domenicrosati. Use it when you need a label for a piece of text. 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: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Jul 8, 2022
Updated: Jul 8, 2022
SHA: bd88fb50

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Model card

From the Hugging Face model README

SPECTER-finetuned-review_classifier

This model is a fine-tuned version of allenai/specter on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0645
Accuracy: 0.9801
F1: 0.8964
Recall: 0.8814
Precision: 0.9118

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: 4.5e-05
train_batch_size: 12
eval_batch_size: 12
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 1000
num_epochs: 2
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Recall	Precision
0.2013	1.0	1667	0.1327	0.9592	0.7827	0.7546	0.8131
0.1227	2.0	3334	0.0645	0.9801	0.8964	0.8814	0.9118

Framework versions

Transformers 4.18.0
Pytorch 1.11.0
Datasets 2.1.0
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Jul 8, 2022
Updated: Jul 8, 2022