Search Results for author: Shahrzad Naseri

Found 3 papers, 0 papers with code

The Contribution of Lyrics and Acoustics to Collaborative Understanding of Mood

no code implementations31 May 2022 Shahrzad Naseri, Sravana Reddy, Joana Correia, Jussi Karlgren, Rosie Jones

We find that a pretrained transformer-based language model in a zero-shot setting -- i. e., out of the box with no further training on our data -- is powerful for capturing song-mood associations.

Language Modelling

CEQE: Contextualized Embeddings for Query Expansion

no code implementations9 Mar 2021 Shahrzad Naseri, Jeffrey Dalton, Andrew Yates, James Allan

We find that CEQE outperforms static embedding-based expansion methods on multiple collections (by up to 18% on Robust and 31% on Deep Learning on average precision) and also improves over proven probabilistic pseudo-relevance feedback (PRF) models.

Re-Ranking Retrieval

Semantic Driven Fielded Entity Retrieval

no code implementations2 Jul 2019 Shahrzad Naseri, Sheikh Muhammad Sarwar, James Allan

A common approach for knowledge-base entity search is to consider an entity as a document with multiple fields.

Entity Retrieval Re-Ranking +1

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