Introduction to mathematical language processing: Informal proofs, word problems, and supporting tasks

J Meadows, A Freitas - Transactions of the Association for …, 2023 - direct.mit.edu
Automating discovery in mathematics and science will require sophisticated methods of
information extraction and abstract reasoning, including models that can convincingly …

Semantification of identifiers in mathematics for better math information retrieval

M Schubotz, A Grigorev, M Leich, HS Cohl… - Proceedings of the 39th …, 2016 - dl.acm.org
Mathematical formulae are essential in science, but face challenges of ambiguity, due to the
use of a small number of identifiers to represent an immense number of concepts …

Math-word embedding in math search and semantic extraction

A Greiner-Petter, A Youssef, T Ruas, BR Miller… - Scientometrics, 2020 - Springer
Word embedding, which represents individual words with semantically fixed-length vectors,
has made it possible to successfully apply deep learning to natural language processing …

Do the math: Making mathematics in wikipedia computable

A Greiner-Petter, M Schubotz… - … on Pattern Analysis …, 2022 - ieeexplore.ieee.org
Wikipedia combines the power of AI solutions and human reviewers to safeguard article
quality. Quality control objectives include detecting malicious edits, fixing typos, and spotting …

A survey in mathematical language processing

J Meadows, A Freitas - arXiv preprint arXiv:2205.15231, 2022 - arxiv.org
Informal mathematical text underpins real-world quantitative reasoning and communication.
Developing sophisticated methods of retrieval and abstraction from this dual modality is …

A survey on retrieval of mathematical knowledge

F Guidi, C Sacerdoti Coen - Mathematics in Computer Science, 2016 - Springer
A Survey on Retrieval of Mathematical Knowledge Page 1 Math.Comput.Sci. (2016) 10:409–427
DOI 10.1007/s11786-016-0274-0 Mathematics in Computer Science A Survey on Retrieval of …

Modeling mathematical notation semantics in academic papers

H Jo, D Kang, A Head, MA Hearst - Findings of the Association for …, 2021 - aclanthology.org
Natural language models often fall short when understanding and generating mathematical
notation. What is not clear is whether these shortcomings are due to fundamental limitations …

[HTML][HTML] Extracting textual descriptions of mathematical expressions in scientific papers

GY Kristianto, A Aizawa - D-Lib Magazine, 2014 - webdoc.sub.gwdg.de
Mathematical concepts and formulations play a fundamental role in many scientific domains.
As such, the use of mathematical expressions represents a promising method of interlinking …

Utilizing dependency relationships between math expressions in math IR

GY Kristianto, G Topić, A Aizawa - Information Retrieval Journal, 2017 - Springer
Current mathematical search systems allow math expressions within a document to be
queried using math expressions and keywords. To accept such queries, math search …

Part-of-math tagging and applications

A Youssef - International Conference on Intelligent Computer …, 2017 - Springer
Nearly all of the recent mathematical literature, and much of the old literature, are online and
mostly in natural-language form. Therefore, math content processing presents some of the …