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Spreadsheets are central to real-world applications such as enterprise reporting, auditing, and scientific data management. Despite their ubiquity, existing large language model based approaches typically treat tables as plain text,…

Computation and Language · Computer Science 2026-04-15 Houxing Ren , Mingjie Zhan , Zimu Lu , Ke Wang , Yunqiao Yang , Haotian Hou , Hongsheng Li

Spreadsheets are ubiquitous across the World Wide Web, playing a critical role in enhancing work efficiency across various domains. Large language model (LLM) has been recently attempted for automatic spreadsheet manipulation but has not…

Artificial Intelligence · Computer Science 2025-03-04 Yibin Chen , Yifu Yuan , Zeyu Zhang , Yan Zheng , Jinyi Liu , Fei Ni , Jianye Hao , Hangyu Mao , Fuzheng Zhang

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

Computer end users have spent billions of hours completing daily tasks like tabular data processing and project timeline scheduling. Most of these tasks are repetitive and error-prone, yet most end users lack the skill to automate these…

Software Engineering · Computer Science 2023-10-31 Hongxin Li , Jingran Su , Yuntao Chen , Qing Li , Zhaoxiang 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

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

Spreadsheets are widely recognized as the most popular end-user programming tools, which blend the power of formula-based computation, with an intuitive table-based interface. Today, spreadsheets are used by billions of users to manipulate…

Databases · Computer Science 2024-04-22 Sibei Chen , Yeye He , Weiwei Cui , Ju Fan , Song Ge , Haidong Zhang , Dongmei Zhang , Surajit Chaudhuri

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

A spreadsheet usually starts as a simple and single-user software artifact, but, as frequent as in other software systems, quickly evolves into a complex system developed by many actors. Often, different users work on different aspects of…

Software Engineering · Computer Science 2015-03-12 Pedro Maia , Jorge Mendes , Jácome Cunha , Henrique Rebêlo , João Saraiva

There is an overlooked iceberg of problems in end user computing. Spreadsheets are developed by people who are very skilled in their main job function, be it finance, procurement, or production planning, but often have had no formal…

Human-Computer Interaction · Computer Science 2008-06-03 Pat Cleary , Dr David Ball , Mukul Madahar , Simon Thorne , Christopher Gosling , Karen Fernandez

Spreadsheet systems (e.g., Microsoft Excel, Google Sheets) play a central role in modern data-centric workflows. As AI agents grow increasingly capable of automating complex tasks, such as controlling computers and generating presentations,…

Artificial Intelligence · Computer Science 2026-05-22 Banghao Chi , Yining Xie , Mingyuan Wu , Jingcheng Yang , Jize Jiang , Zhaoheng Li , Shengyi Qian , Minjia Zhang , Klara Nahrstedt , Rui Hou , Xiangjun Fan , Hanchao Yu

Understanding and reasoning over complex spreadsheets remain fundamental challenges for large language models (LLMs), which often struggle with accurately capturing the complex structure of tables and ensuring reasoning correctness. In this…

Computation and Language · Computer Science 2025-10-23 Ziwei Wang , Jiayuan Su , Mengyu Zhou , Huaxing Zeng , Mengni Jia , Xiao Lv , Haoyu Dong , Xiaojun Ma , Shi Han , Dongmei Zhang

Interface agents powered by generative AI models (referred to as "agents") can automate actions based on user commands. An important aspect of developing agents is their user experience (i.e., agent experience). There is a growing need to…

Human-Computer Interaction · Computer Science 2025-10-15 Jenny T. Liang , Titus Barik , Jeffrey Nichols , Eldon Schoop , Ruijia Cheng

We present SheetMind, a modular multi-agent framework powered by large language models (LLMs) for spreadsheet automation via natural language instructions. The system comprises three specialized agents: a Manager Agent that decomposes…

Human-Computer Interaction · Computer Science 2025-06-17 Ruiyan Zhu , Xi Cheng , Ke Liu , Brian Zhu , Daniel Jin , Neeraj Parihar , Zhoutian Xu , Oliver Gao

Agents, language model-based systems capable of reasoning, planning, and acting are widely adopted in real-world tasks, yet how their performance changes as these systems scale across key dimensions remains underexplored. We introduce…

We intend to demonstrate the innate problems with existing spreadsheet products and to show how to tackle these issues using a new type of spreadsheet program called Resolver. It addresses the issues head-on and thereby moves the 1980's…

Software Engineering · Computer Science 2008-03-10 Patrick Kemmis , Giles Thomas

This paper introduces language-based agent control (LBAC), a new programming model for agentic applications that brings techniques from programming languages and language-based security to the problem of agent control. In conventional…

Programming Languages · Computer Science 2026-05-14 Timothy Zhou , Loris D'Antoni , Nadia Polikarpova

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

Task-oriented conversational agents rely on semantic parsers to translate natural language to formal representations. In this paper, we propose the design and rationale of the ThingTalk formal representation, and how the design improves the…

Programming Languages · Computer Science 2022-03-25 Monica S. Lam , Giovanni Campagna , Mehrad Moradshahi , Sina J. Semnani , Silei Xu

Agentic systems, AI architectures that autonomously execute multi-step workflows to achieve complex goals, are often built using repeated large language model (LLM) calls for closed-set decision tasks such as routing, shortlisting, gating,…

Computation and Language · Computer Science 2026-02-19 Ido Levy , Eilam Shapira , Yinon Goldshtein , Avi Yaeli , Nir Mashkif , Segev Shlomov
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