How Do Analysts Understand and Verify AI-Assisted Data Analyses?

19 September 2023

Chenglong Wang

Papers citing "How Do Analysts Understand and Verify AI-Assisted Data Analyses?"

25 / 25 papers shown

Title
A Review on Large Language Models for Visual Analytics Navya Sonal Agarwal Sanjay Kumar Sonbhadra 43 0 0 19 Mar 2025
Data Formulator 2: Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way Chenglong Wang Bongshin Lee Steven Drucker Dan Marshall Jianfeng Gao 47 0 0 24 Feb 2025
Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review Rock Yuren Pang Hope Schroeder Kynnedy Simone Smith Solon Barocas Ziang Xiao Emily Tseng Danielle Bragg 77 3 0 22 Jan 2025
From PDFs to Structured Data: Utilizing LLM Analysis in Sports Database Management Juhani Merilehto 27 0 0 23 Oct 2024
Exploring the Design Space of Cognitive Engagement Techniques with AI-Generated Code for Enhanced Learning Majeed Kazemitabaar Oliver Huang Sangho Suh Austin Z. Henley Tovi Grossman 26 4 0 11 Oct 2024
Need Help? Designing Proactive AI Assistants for Programming Valerie Chen Alan Zhu Sebastian Zhao Hussein Mozannar David Sontag Ameet Talwalkar 39 5 0 06 Oct 2024
Charting the Future: Using Chart Question-Answering for Scalable Evaluation of LLM-Driven Data Visualizations James Ford Xingmeng Zhao Dan Schumacher Anthony Rios 31 0 0 27 Sep 2024
Data Analysis in the Era of Generative AI J. Inala Chenglong Wang Steven Drucker Gonzalo Ramos Victor C. Dibia N. Riche Dave Brown Dan Marshall Jianfeng Gao 29 7 0 27 Sep 2024
WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization Liwenhan Xie Chengbo Zheng Haijun Xia Huamin Qu Zhu-Tian Chen LLMAG 36 10 0 03 Aug 2024
"It's like a rubber duck that talks back": Understanding Generative AI-Assisted Data Analysis Workflows through a Participatory Prompting Study Ian Drosos Advait Sarkar X. Xu Carina Negreanu Sean Rintel Lev Tankelevitch 37 13 0 03 Jul 2024
Improving Steering and Verification in AI-Assisted Data Analysis with Interactive Task Decomposition Majeed Kazemitabaar Jack Williams Ian Drosos Tovi Grossman Austin Z. Henley Carina Negreanu Advait Sarkar 24 17 0 02 Jul 2024
VisEval: A Benchmark for Data Visualization in the Era of Large Language Models Nan Chen Yuge Zhang Jiahang Xu Kan Ren Yuqing Yang 37 9 0 01 Jul 2024
The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmers Hussein Mozannar Valerie Chen Mohammed Alsobay Subhro Das Sebastian Zhao Dennis L. Wei Manish Nagireddy P. Sattigeri Ameet Talwalkar David Sontag ELM 46 18 0 03 Apr 2024
InsightLens: Discovering and Exploring Insights from Conversational Contexts in Large-Language-Model-Powered Data Analysis Luoxuan Weng Xingbo Wang Junyu Lu Yingchaojie Feng Yihan Liu Wei Chen 50 1 0 02 Apr 2024
Ironies of Generative AI: Understanding and mitigating productivity loss in human-AI interactions Auste Simkute Lev Tankelevitch Viktor Kewenig A. E. Scott Abigail Sellen Sean Rintel 27 20 0 17 Feb 2024
Capture the Flag: Uncovering Data Insights with Large Language Models I. Laradji Perouz Taslakian Sai Rajeswar Valentina Zantedeschi Alexandre Lacoste Nicolas Chapados David Vazquez Christopher Pal Alexandre Drouin 55 3 0 21 Dec 2023
Beyond the Chat: Executable and Verifiable Text-Editing with LLMs Philippe Laban Jesse Vig Marti A. Hearst Caiming Xiong Chien-Sheng Wu KELM 34 27 0 27 Sep 2023
Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling Haotian Li Yun Wang Q. V. Liao Huamin Qu 55 23 0 17 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 232 1,742 0 07 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 3,007 0 22 Mar 2023
Grounded Copilot: How Programmers Interact with Code-Generating Models Shraddha Barke M. James Nadia Polikarpova 164 212 0 30 Jun 2022
Productivity Assessment of Neural Code Completion Albert Ziegler Eirini Kalliamvakou Shawn Simister Ganesh Sittampalam Alice Li Andrew Rice Devon Rifkin E. Aftandilian 102 177 0 13 May 2022
Training and Evaluating a Jupyter Notebook Data Science Assistant Shubham Chandel Colin B. Clement Guillermo Serrato Neel Sundaresan 40 43 0 30 Jan 2022
Explainability Pitfalls: Beyond Dark Patterns in Explainable AI Upol Ehsan Mark O. Riedl XAI SILM 59 58 0 26 Sep 2021
Evaluating the Interpretability of Generative Models by Interactive Reconstruction A. Ross Nina Chen Elisa Zhao Hang Elena L. Glassman Finale Doshi-Velez 105 49 0 02 Feb 2021