Query performance prediction using relevance judgments generated by large language models

C Meng, N Arabzadeh, A Askari, M Aliannejadi… - arXiv preprint arXiv …, 2024 - arxiv.org
Query performance prediction (QPP) aims to estimate the retrieval quality of a search system
for a query without human relevance judgments. Previous QPP methods typically return a …

Query Performance Prediction: Techniques and Applications in Modern Information Retrieval

N Arabzadeh, C Meng, M Aliannejadi… - Proceedings of the 2024 …, 2024 - dl.acm.org
Query Performance Prediction is a key task in IR, focusing on estimating the retrieval quality
of a given query without relying on human-labeled relevance judgments. Over the decades …

Query Performance Prediction: From Fundamentals to Advanced Techniques

N Arabzadeh, C Meng, M Aliannejadi… - European Conference on …, 2024 - Springer
Query performance prediction (QPP) is a core task in information retrieval (IR) that aims at
predicting the retrieval quality for a given query without relevance judgments. QPP has been …

Enhanced Retrieval Effectiveness through Selective Query Generation

SM Hosseini, N Arabzadeh, M Zihayat… - Proceedings of the 33rd …, 2024 - dl.acm.org
Prior research has demonstrated that reformulation of queries can significantly enhance
retrieval effectiveness. Despite notable successes in neural-based query reformulation …

Context-Aware Query Term Difficulty Estimation for Performance Prediction

A Saleminezhad, N Arabzadeh, S Beheshti… - … on Information Retrieval, 2024 - Springer
Research has already found that many retrieval methods are sensitive to the choice and
order of terms that appear in a query, which can significantly impact retrieval effectiveness …

Estimating Query Performance Through Rich Contextualized Query Representations

S Ebrahimi, M Khodabakhsh, N Arabzadeh… - … on Information Retrieval, 2024 - Springer
The state-of-the-art query performance prediction methods rely on the fine-tuning of
contextual language models to estimate retrieval effectiveness on a per-query basis. Our …

BertPE: A BERT-Based Pre-retrieval Estimator for Query Performance Prediction

M Khodabakhsh, F Zarrinkalam… - European Conference on …, 2024 - Springer
Abstract Query Performance Prediction (QPP) aims to estimate the effectiveness of a query
in addressing the underlying information need without any relevance judgments. More …

[PDF][PDF] Context-Aware Query Term Difficulty Estimation for Performance Prediction

E Bagheri - ls3.rnet.torontomu.ca
Research has already found that many retrieval methods are sensitive to the choice and
order of terms that appear in a query, which can significantly impact retrieval effectiveness …