distilbert_reviews_with_language_drift

arize-ai/distilbert_reviews_with_language_drift

distilbert_reviews_with_language_drift is a text classification model from arize-ai. 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: distilbert
Access: Public
Created: Jun 1, 2022
Updated: Jun 1, 2022
SHA: f3997bc7

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Datasets

ecommerce_reviews_with_language_drift

Model card

From the Hugging Face model README

distilbert_reviews_with_language_drift

This model is a fine-tuned version of distilbert-base-uncased on the ecommerce_reviews_with_language_drift dataset. It achieves the following results on the evaluation set:

Loss: 0.4970
Accuracy: 0.818
F1: 0.8167

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.593	1.0	500	0.4723	0.799	0.7976
0.3714	2.0	1000	0.4679	0.818	0.8177
0.2652	3.0	1500	0.4970	0.818	0.8167

Framework versions

Transformers 4.19.2
Pytorch 1.11.0+cu113
Datasets 2.2.2
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: distilbert
License: apache-2.0
Created: Jun 1, 2022
Updated: Jun 1, 2022