This code has been written using PyTorch >= 2.0. If you find this code useful for your research, please consider citing the following paper:

This codebase was developed and tested with the following settings:

-- scikit-learn==1.2.1
-- numpy==1.24.2
-- pytorch==2.0.1
-- torchvision==0.15.2
-- tqdm==4.64.1
-- clip==1.0
-- transformers==4.27.1
-- regex==2022.10.31
-- ftfy==6.1.1
-- pillow==9.4.0

• Please Attention: Different version of clip might lead to different results, we hope that you can install clip by this command:

pip install git+https://github.com/openai/CLIP.git@a9b1bf5

The script main.py acts as a main function to the project, you can run the experiments by the following commands:

python main.py --test --dataset [dataset_name]

where [dataset_name] in ['emotion', 'situation', 'topic', 'agnews', 'snips', 'trec', 'subj', 'atis']