sherif1311's picture
Update README.md
9ff4395
metadata
license: apache-2.0
base_model: google/flan-t5-base
tags:
  - generated_from_trainer
metrics:
  - f1
model-index:
  - name: flan-t5-base-tobacco_intent
    results: []

flan-t5-base-tobacco_intent

This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0003
  • F1: 100.0
  • Gen Len: 2.3333

Model description

Use double quotation for any tweet. 0: Anti-tobacco 1: Neutral 2: Pro-tobacco

Intended uses & limitations

That model has been developed to monitor anti-tobacco and pro-tobacco intent in social media

Training and evaluation data

The model was developed and fine tuned in STOP, University of Bath, UK

Data used is sherif1311/intend which was collected, augmented and trained by STOP

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0003
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 2

Training results

Framework versions

  • Transformers 4.31.0
  • Pytorch 1.12.1+cu116
  • Datasets 2.14.4
  • Tokenizers 0.12.1