1 code implementation • 30 Mar 2024 • Ankit Satpute, Noah Giessing, Andre Greiner-Petter, Moritz Schubotz, Olaf Teschke, Akiko Aizawa, Bela Gipp
In this study, we adopted a two-step approach for investigating the proficiency of LLMs in answering mathematical questions.
1 code implementation • 30 Jan 2024 • Ankit Satpute, Andre Greiner-Petter, Noah Gießing, Isabel Beckenbach, Moritz Schubotz, Olaf Teschke, Akiko Aizawa, Bela Gipp
Second, we analyze the best-performing approaches to detect plagiarism and mathematical content similarity on the newly established taxonomy.
1 code implementation • 20 Sep 2023 • Moritz Schubotz, Eloi Ferrer, Johannes Stegmüller, Daniel Mietchen, Olaf Teschke, Larissa Pusch, Tim OF Conrad
Mathematical world knowledge is a fundamental component of Wikidata.
no code implementations • 25 May 2023 • Felix Petersen, Moritz Schubotz, Andre Greiner-Petter, Bela Gipp
We tackle the problem of neural machine translation of mathematical formulae between ambiguous presentation languages and unambiguous content languages.
1 code implementation • 22 May 2023 • Ankit Satpute, André Greiner-Petter, Moritz Schubotz, Norman Meuschke, Akiko Aizawa, Olaf Teschke, Bela Gipp
This demo paper presents the first tool to annotate the reuse of text, images, and mathematical formulae in a document pair -- TEIMMA.
no code implementations • 12 May 2023 • Bela Gipp, André Greiner-Petter, Moritz Schubotz, Norman Meuschke
This project investigated new approaches and technologies to enhance the accessibility of mathematical content and its semantic information for a broad range of information retrieval applications.
1 code implementation • 3 Mar 2023 • Philipp Scharpf, Moritz Schubotz, Howard S. Cohl, Corinna Breitinger, Bela Gipp
Our long-term goal is to generalize citation-based IR methods and apply this generalized method to both classical references and mathematical concepts.
1 code implementation • 15 Nov 2022 • Philipp Scharpf, Moritz Schubotz, Andreas Spitz, Andre Greiner-Petter, Bela Gipp
To address this need, we propose a multilingual Wikimedia framework that allows for collaborative worldwide teacher knowledge engineering and subsequent AI-aided question generation, test, and correction.
1 code implementation • 12 Nov 2022 • Philipp Scharpf, Moritz Schubotz, Bela Gipp
In this paper, we aim to bridge the gap by presenting data mining methods and benchmark results to employ Mathematical Entity Linking (MathEL) and Unsupervised Formula Labeling (UFL) for semantic formula search and mathematical question answering (MathQA) on the arXiv preprint repository, Wikipedia, and Wikidata, which is part of the Wikimedia ecosystem of free knowledge.
no code implementations • 8 Nov 2022 • Moritz Schubotz, Ankit Satpute, Andre Greiner-Petter, Akiko Aizawa, Bela Gipp
In that case, the overall effort to iteratively improve the software and rerun the experiments creates significant time pressure on the researchers.
1 code implementation • 18 Nov 2021 • Johannes Stegmüller, Fabian Bauer-Marquart, Norman Meuschke, Terry Ruas, Moritz Schubotz, Bela Gipp
Identifying cross-language plagiarism is challenging, especially for distant language pairs and sense-for-sense translations.
no code implementations • 17 Sep 2021 • Howard S. Cohl, Moritz Schubotz, Abdou Youssef, André Greiner-Petter, Jürgen Gerhard, Bonita V. Saunders, Marjorie A. ~McClain
Using LaTeX, LaTeXML, and tools generated for use in the National Institute of Standards (NIST) Digital Library of Mathematical Functions, semantically enhanced mathematical LaTeX markup (semantic LaTeX) is achieved by using a semantic macro set.
1 code implementation • 2 Sep 2021 • Philipp Scharpf, Moritz Schubotz, Bela Gipp
The results indicate that mathematical entities have the potential to provide high explainability as they are a crucial part of a STEM document.
1 code implementation • 25 May 2020 • Moritz Schubotz, Philipp Scharpf, Olaf Teschke, Andreas Kuehnemund, Corinna Breitinger, Bela Gipp
Moreover, we find that the method's confidence score allows for reducing the effort by 86% compared to the manual coarse-grained classification effort while maintaining a precision of 81% for automatically classified articles.
1 code implementation • 23 May 2020 • Cornelius Ihle, Moritz Schubotz, Norman Meuschke, Bela Gipp
Plagiarism detection systems are essential tools for safeguarding academic and educational integrity.
no code implementations • 22 May 2020 • Philipp Scharpf, Moritz Schubotz, Abdou Youssef, Felix Hamborg, Norman Meuschke, Bela Gipp
In this paper, we show how selecting and combining encodings of natural and mathematical language affect classification and clustering of documents with mathematical content.
4 code implementations • 22 Mar 2020 • Malte Ostendorff, Terry Ruas, Moritz Schubotz, Georg Rehm, Bela Gipp
In this paper, we model the problem of finding the relationship between two documents as a pairwise document classification task.
no code implementations • 20 Mar 2020 • Moritz Schubotz, André Greiner-Petter, Norman Meuschke, Olaf Teschke, Bela Gipp
This poster summarizes our contributions to Wikimedia's processing pipeline for mathematical formulae.
1 code implementation • 7 Feb 2020 • Andre Greiner-Petter, Moritz Schubotz, Fabian Mueller, Corinna Breitinger, Howard S. Cohl, Akiko Aizawa, Bela Gipp
The contributions of our presented research are as follows: (1) we present the first distributional analysis of mathematical formulae on arXiv and zbMATH; (2) we retrieve relevant mathematical objects for given textual search queries (e. g., linking $P_{n}^{(\alpha, \beta)}\!\left(x\right)$ with `Jacobi polynomial'); (3) we extend zbMATH's search engine by providing relevant mathematical formulae; and (4) we exemplify the applicability of the results by presenting auto-completion for math inputs as the first contribution to math recommendation systems.
no code implementations • 23 Sep 2019 • Felix Hamborg, Philipp Meschenmoser, Moritz Schubotz, Bela Gipp
In scientific publications, citations allow readers to assess the authenticity of the presented information and verify it in the original context.
1 code implementation • 28 Jun 2019 • Moritz Schubotz, Philipp Scharpf, Kaushal Dudhat, Yash Nagar, Felix Hamborg, Bela Gipp
This formulae originate from the knowledge-base Wikidata.
no code implementations • 27 Jun 2019 • Norman Meuschke, Vincent Stange, Moritz Schubotz, Michael Karmer, Bela Gipp
Overall, we show that analyzing the similarity of mathematical content and academic citations is a striking supplement for conventional text-based detection approaches for academic literature in the STEM disciplines.
no code implementations • 20 May 2019 • André Greiner-Petter, Terry Ruas, Moritz Schubotz, Akiko Aizawa, William Grosky, Bela Gipp
Nowadays, Machine Learning (ML) is seen as the universal solution to improve the effectiveness of information retrieval (IR) methods.
no code implementations • 10 Nov 2018 • Felix Petersen, Moritz Schubotz, Bela Gipp
We implemented the first translator for mathematical formulae based on recursive neural networks.
no code implementations • 1 Jul 2014 • Robert Pagael, Moritz Schubotz
In natural language, words and phrases themselves imply the semantics.