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Spreadsheets are characterized by their extensive two-dimensional grids, flexible layouts, and varied formatting options, which pose significant challenges for large language models (LLMs). In response, we introduce SpreadsheetLLM,…

Artificial Intelligence · Computer Science 2025-04-03 Haoyu Dong , Jianbo Zhao , Yuzhang Tian , Junyu Xiong , Shiyu Xia , Mengyu Zhou , Yun Lin , José Cambronero , Yeye He , Shi Han , Dongmei Zhang

Spreadsheets provide a flexible and easy to use software development environment, but that leads to error proneness. Work has been done to prevent errors in spreadsheets, including using models to specify distinct parts of a spreadsheet as…

Software Engineering · Computer Science 2017-07-11 Jorge Mendes , João Saraiva

Contemporary spreadsheets are plagued by a profusion of errors, auditing difficulties, lack of uniform development methodologies, and barriers to easy comprehension of the underlying business models they represent. This paper presents a…

Human-Computer Interaction · Computer Science 2008-03-14 Ziv Hellman

Current prescriptions for spreadsheet style specify modular separation of data, calcu1ation and output, based on the notion that writing a spreadsheet is like writing a computer program. Instead of a computer programming style, this article…

Human-Computer Interaction · Computer Science 2008-07-22 John F. Raffensperger

Developing an error-free spreadsheet has been a problem since the beginning of end-user computing. In this paper, we present a methodology that separates the modeling from the implementation. Using proven techniques from Information Systems…

Software Engineering · Computer Science 2015-06-09 Paul Mireault

Spreadsheets are critical to data-centric tasks, with rich, structured layouts that enable efficient information transmission. Given the time and expertise required for manual spreadsheet layout design, there is an urgent need for automated…

Artificial Intelligence · Computer Science 2025-09-10 Qin Chen , Yuanyi Ren , Xiaojun Ma , Mugeng Liu , Han Shi , Dongmei Zhang

In this paper, we discuss the problem of the software engineering of a class of business spreadsheet models. A methodology for structured software development is proposed, which is based on structured analysis of data, represented as…

Software Engineering · Computer Science 2008-05-29 Brian Knight , David Chadwick , Kamalesen Rajalingham

The UML allows us to specify models in a precise, complete and unambiguous manner. In particular, the UML addresses the specification of all important decisions regarding analysis, design and implementation. Although UML is not a visual…

Software Engineering · Computer Science 2010-01-26 S. S. Riaz Ahamed

The paper presents two complementary strategies for identifying errors in spreadsheet programs. The strategies presented are grounded on the assumption that spreadsheets are software, albeit of a different nature than conventional…

Software Engineering · Computer Science 2011-02-19 Yirsaw Ayalew , Markus Clermont , Roland T. Mittermeir

Spreadsheet engineering adapts the lessons of software engineering to spreadsheets, providing eight principles as a framework for organizing spreadsheet programming recommendations. Spreadsheets raise issues inadequately addressed by…

Software Engineering · Computer Science 2024-12-31 Thomas A. Grossman

Our term "structure discovery" denotes the recovery of structure, such as the grouping of cells, that was intended by a spreadsheet's author but is not explicit in the spreadsheet. We are implementing structure discovery tools in the…

Software Engineering · Computer Science 2008-03-10 Jocelyn Paine

Large Language Models (LLM) have become sophisticated enough that complex computer programs can be created through interpretation of plain English sentences and implemented in a variety of modern languages such as Python, Java Script, C++…

Software Engineering · Computer Science 2023-09-04 Simon Thorne

Most spreadsheet surveys both for reporting use and error focus on the practical application of the spreadsheet in a particular industry. Typically these studies will illustrate that a particular percentage of spreadsheets are used for…

Human-Computer Interaction · Computer Science 2008-03-10 Simon Thorne , David Ball

The SSMI methodology was developed using concepts from Computer Science, Software Engineering and Information Systems and has been taught to undergraduate and MBA students and in Executive training seminars. In this paper, we describe the…

Software Engineering · Computer Science 2017-04-06 Paul Mireault

Many large financial planning models are written in a spreadsheet programming language (usually Microsoft Excel) and deployed as a spreadsheet application. Three groups, FAST Alliance, Operis Group, and BPM Analytics (under the name…

Software Engineering · Computer Science 2010-08-26 Thomas A. Grossman , Ozgur Ozluk

Spreadsheets are widely used, and studies have shown that most end-user spreadsheets contain nontrivial errors. To improve end-users productivity, recent research proposes the use of a model-driven engineering approach to spreadsheets. In…

Human-Computer Interaction · Computer Science 2011-12-20 Laura Beckwith , Jácome Cunha , João Paulo Fernandes , João Saraiva

There are different manners of teaching a spreadsheet program. In any case, it is intended that the teacher settles the objectives of the course and adapts them to the particular audience he/she has to deal with. This paper aims at…

Human-Computer Interaction · Computer Science 2009-08-11 Etienne Vandeput

The RDF Mapping Language (RML) enables, among other formats, the mapping of tabular data as Comma-Separated Values (CSV) files to RDF graphs. Unfortunately, the widely used spreadsheet format is currently neglected by its specification and…

Databases · Computer Science 2021-08-02 Markus Schröder , Christian Jilek , Andreas Dengel

This paper demonstrates a methodology to help practitioners maximise the utility of complex multidisciplinary engineering models implemented as spreadsheets, an area presenting unique challenges. As motivation we investigate the expanding…

Software Engineering · Computer Science 2014-01-21 David Birch , Helen Liang , Paul H J Kelly , Glen Mullineux , Tony Field , Joan Ko , Alvise Simondetti

Large language models (LLMs) are increasingly tasked with producing and manipulating structured artifacts. We consider the task of end-to-end spreadsheet generation, where language models are prompted to produce spreadsheet artifacts to…

Computation and Language · Computer Science 2026-03-12 Srivatsa Kundurthy , Clara Na , Michael Handley , Zach Kirshner , Chen Bo Calvin Zhang , Manasi Sharma , Emma Strubell , John Ling
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