Sememe Based Semantic Communications

To reproduce the results, follow these steps:

1- Download and extract EuroParl dataset from: https://drive.google.com/file/d/1l-Q5GiH8oc27Ifse9JYOFUEEKrIJ7Z3-/view?usp=drive_link

2- Run the following commands to pre-process and generate data for symbol decoder training and simulations:

python dataset_preprocess.py
python semantic_symbol_extractor.py
python noisy_dataset_generation.py

3- Train symbol decoder by running train_symbol_decoder.ipynb

4- Run physical channel simulations by following command:

python run_simulation.py

5- Test and evaluate results by running evaluate.ipynb