Contrasting Neural Click Models and Pointwise IPS Rankers

Source code for our paper Contrasting Neural Click Models and Pointwise IPS Rankers.

Data

The project automatically downloads public datasets to ~/.ltr-datasets/ on first execution.

Installation

1. Install dependencies using conda: conda env create -f environment.yaml
2. Activate environment: conda activate ultr-cm-vs-ips
3. Run experiments in the /scripts directory, e.g.: ./scripts/mslr_dataset_size.sh

Reference

@inproceedings{Hager2023Contrasting,
  author    = {Philipp Hager and Maarten de Rijke and Onno Zoeter},
  title     = {Contrasting Neural Click Models and Pointwise IPS Rankers},
  booktitle = {ECIR 2023: 45th European Conference on Information Retrieval},
  publisher = {Springer},
  year      = {2023},
}

License

This project uses the MIT license.