philipphager / ultr-cm-vs-ips

ECIR 2023 - Contrasting Neural Click Models and Pointwise IPS Rankers

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.