Mathematical Information Retrieval: A Review

P Dadure, P Pakray, S Bandyopadhyay - ACM Computing Surveys, 2024 - dl.acm.org
Mathematical formulas are commonly used to demonstrate theories and basic fundamentals
in the Science, Technology, Engineering, and Mathematics (STEM) domain. The burgeoning …

Overview of arqmath-3 (2022): Third clef lab on answer retrieval for questions on math

B Mansouri, V Novotný, A Agarwal, DW Oard… - … Conference of the Cross …, 2022 - Springer
This paper provides an overview of the third and final year of the Answer Retrieval for
Questions on Math (ARQMath-3) lab, run as part of CLEF 2022. ARQMath has aimed to …

Overview of ARQMath-2 (2021): second CLEF lab on answer retrieval for questions on math

B Mansouri, R Zanibbi, DW Oard, A Agarwal - Experimental IR Meets …, 2021 - Springer
This paper provides an overview of the second year of the Answer Retrieval for Questions
on Math (ARQMath-2) lab, run as part of CLEF 2021. The goal of ARQMath is to advance …

Advancing math-aware search: the ARQMath-3 lab at CLEF 2022

B Mansouri, A Agarwal, DW Oard, R Zanibbi - European Conference on …, 2022 - Springer
ARQMath-3 is the third edition of the Answer Retrieval for Questions on Math lab at CLEF. In
addition to the two main tasks from previous years, an interesting new pilot task will also be …

Using Large Language Models for Math Information Retrieval

B Mansouri, R Maarefdoust - Proceedings of the 47th International ACM …, 2024 - dl.acm.org
Large language models, such as Orca-2, have demonstrated notable problem-solving
abilities in mathematics. However, their potential to enhance math information retrieval …

Learning to rank for mathematical formula retrieval

B Mansouri, R Zanibbi, DW Oard - … of the 44th International ACM SIGIR …, 2021 - dl.acm.org
In Mathematical Information Retrieval (MIR), formulae can be used in a query to match other
similar formulae in documents. However, due to the structural complexity of formulae …

[HTML][HTML] The IBEM dataset: A large printed scientific image dataset for indexing and searching mathematical expressions

D Anitei, JA Sánchez, JM Benedí, E Noya - Pattern Recognition Letters, 2023 - Elsevier
Searching for information in printed scientific documents is a challenging problem that has
recently received special attention from the Pattern Recognition research community …

Contextualized formula search using math abstract meaning representation

B Mansouri, DW Oard, R Zanibbi - Proceedings of the 31st ACM …, 2022 - dl.acm.org
In math formula search, relevance is determined not only by the similarity of formulas in
isolation, but also by their surrounding context. We introduce MathAMR, a new unified …

[PDF][PDF] Combining Sparse and Dense Information Retrieval.

V Novotný, M Stefánik - CLEF (Working Notes), 2022 - ceur-ws.org
Sparse retrieval techniques can detect exact matches, but are inadequate for mathematical
texts, where the same information can be expressed as either text or math. The soft vector …

[PDF][PDF] Dprl systems in the clef 2022 arqmath lab: Introducing mathamr for math-aware search

B Mansouri, DW Oard, R Zanibbi - Proc. CLEF 2022 (CEUR Working …, 2022 - par.nsf.gov
There are two main tasks defined for ARQMath:(1) Question Answering, and (2) Formula
Retrieval, along with a pilot task (3) Open Domain Question Answering. For Task 1, five …