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Unsupervised Search Algorithm Configuration using Query Performance Prediction

2022-10-03 08:55:24
Haggai Roitman

Abstract

Search engine configuration can be quite difficult for inexpert developers. Instead, an auto-configuration approach can be used to speed up development time. Yet, such an automatic process usually requires relevance labels to train a supervised model. In this work, we suggest a simple solution based on query performance prediction that requires no relevance labels but only a sample of queries in a given domain. Using two example usecases we demonstrate the merits of our solution.

Abstract (translated)

URL

https://arxiv.org/abs/2210.00767

PDF

https://arxiv.org/pdf/2210.00767.pdf


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