flan-t5-small-twitter-sentiment-analysis-lora

thainq107/flan-t5-small-twitter-sentiment-analysis-lora

flan-t5-small-twitter-sentiment-analysis-lora is a machine learning model from thainq107. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

Downloads · 30 days

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Public

Updated Sep 22, 2023

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3.1 GB

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Hugging Face

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At a glance

License: apache-2.0
Access: Public
Created: Sep 22, 2023
Updated: Sep 22, 2023
SHA: df88ed08

Model card

From the Hugging Face model README

flan-t5-small-twitter-sentiment-analysis-lora

This model is a fine-tuned version of google/flan-t5-small on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2093
Accuracy: 0.8115

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: 5e-05
train_batch_size: 128
eval_batch_size: 128
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.2573	1.0	938	0.2270	0.7941
0.2369	2.0	1876	0.2176	0.8057
0.2286	3.0	2814	0.2132	0.8091
0.2227	4.0	3752	0.2089	0.8122
0.2204	5.0	4690	0.2083	0.8141
0.2191	6.0	5628	0.2077	0.8143
0.2183	7.0	6566	0.2048	0.8169
0.2155	8.0	7504	0.2066	0.8156
0.2164	9.0	8442	0.2047	0.8174
0.2167	10.0	9380	0.2041	0.8177

Framework versions

Transformers 4.27.1
Pytorch 2.0.1
Datasets 2.9.0
Tokenizers 0.13.3

License: apache-2.0
Created: Sep 22, 2023
Updated: Sep 22, 2023