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Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking

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alexlimh/CEC-Ranking

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CEC-Ranking

Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking (EMNLP 2022 Oral).

Installation

pip install -r requirement.txt

You also need to install torch according to your configuration. This project is also based on the RCPS library.

Data

wget https://vault.cs.uwaterloo.ca/s/8H8gSLFMRSMdz8L/download -O msmarco.zip
unzip msmarco.zip

wget https://vault.cs.uwaterloo.ca/s/WBQ4F6DnHcjmc2g/download -O quora.zip
unzip quora.zip

Calibration and Test

After downloading and decompressing the data, you could run the following code to calibrate and test your candidate set pruning method.

bash cec_prediction.sh

License

MIT License

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