This repository is home to a reference implementation of the cascade ranking model in the SIGIR '17 paper "Efficient Cost-Aware Cascade Ranking for Multi-Stage Retrieval".
If you use this package in your work, please cite the following paper:
@inproceedings{chen_efficient_2017, author = {Chen, Ruey-Cheng and Gallagher, Luke and Blanco, Roi and Culpepper, J. Shane}, title = {Efficient Cost-Aware Cascade Ranking in Multi-Stage Retrieval}, booktitle = {Proceedings of {SIGIR} '17}, year = {2017}, pages = {445--454}, publisher = {ACM} } To compile our feature processing binaries:
./init-script/build.sh This will also install/compile all the external dependencies such as Indri and WANDbl. Programs and header files will be installed at external/local/bin.
To install python dependencies:
pip install -r python/requirements.txt Other bash scripts and Makefiles under experiments should work out of the box.