Is GPT-4 a Good Data Analyst?

24 May 2023

Papers citing "Is GPT-4 a Good Data Analyst?"

50 / 55 papers shown

Title
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent Chuer Chen Yuqi Liu Danqing Shi Shixiong Cao Nan Cao 45 0 0 24 Apr 2025
We Need Improved Data Curation and Attribution in AI for Scientific Discovery Mara Graziani Antonio Foncubierta Dimitrios Christofidellis Irina Espejo Morales Malina Molnar Marvin Alberts Matteo Manica Jannis Born 55 0 0 03 Apr 2025
SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science Wonduk Seo Juhyeon Lee Yi Bu 50 0 0 30 Mar 2025
DatawiseAgent: A Notebook-Centric LLM Agent Framework for Automated Data Science Ziming You Yumiao Zhang Dexuan Xu Yiwei Lou Yandong Yan Wei Wang H. Zhang Yu Huang LLMAG 62 0 0 10 Mar 2025
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language Models Dehao Tao Congqi Wang Feng Huang Junhao Chen Yongfeng Huang Minghu Jiang 62 0 0 28 Jan 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Doaa Mahmud Hadeel Hajmohamed Shamma Almentheri Shamma Alqaydi Lameya Aldhaheri R. A. Khalil Nasir Saeed AI4TS 40 5 0 08 Jan 2025
XForecast: Evaluating Natural Language Explanations for Time Series Forecasting Taha Aksu Chenghao Liu Amrita Saha Sarah Tan Caiming Xiong Doyen Sahoo AI4TS 29 1 0 18 Oct 2024
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks Xingxuan Li Weiwen Xu Ruochen Zhao Fangkai Jiao Chenyu You Lidong Bing LRM 54 8 0 02 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 36 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
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs Do Xuan Long Hai Nguyen Ngoc Tiviatis Sim Hieu Dao Chenyu You Kenji Kawaguchi Nancy F. Chen Min-Yen Kan 34 8 0 16 Aug 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
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 60 5 0 11 Jul 2024
InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation Gaurav Sahu Abhay Puri Juan A. Rodriguez Alexandre Drouin Perouz Taslakian ... Christopher Pal Nicolas Chapados I. Laradji Sai Rajeswar Mudumba Issam Hadj Laradji ELM 48 4 0 08 Jul 2024
EconNLI: Evaluating Large Language Models on Economics Reasoning Yue Guo Yi Yang 32 4 0 01 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 1 0 01 Jul 2024
Can GPT-4 Help Detect Quit Vaping Intentions? An Exploration of Automatic Data Annotation Approach Sai Krishna Revanth Vuruma Dezhi Wu Saborny Sen Gupta Lucas Aust Valerie Lookingbill ... Erin Kasson Li-Shiun Chen Patricia Cavazos-Rehg Dian Hu Ming Huang 36 0 0 28 Jun 2024
HAIChart: Human and AI Paired Visualization System Yupeng Xie Yuyu Luo Guoliang Li Nan Tang 37 14 0 16 Jun 2024
Investigating Interaction Modes and User Agency in Human-LLM Collaboration for Domain-Specific Data Analysis Jiajing Guo V. Mohanty Jorge Henrique Piazentin Ono Hongtao Hao Liang Gou Liu Ren 32 11 0 09 May 2024
Utilizing Large Language Models to Identify Reddit Users Considering Vaping Cessation for Digital Interventions Sai Krishna Revanth Vuruma Dezhi Wu Saborny Sen Gupta Lucas Aust Valerie Lookingbill ... Erin Kasson Li-Shiun Chen Patricia Cavazos-Rehg Dian Hu Ming Huang 29 0 0 25 Apr 2024
Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors Chen Huang Peixin Qin Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua 39 6 0 04 Apr 2024
IsoBench: Benchmarking Multimodal Foundation Models on Isomorphic Representations Deqing Fu Ghazal Khalighinejad Ollie Liu Bhuwan Dhingra Dani Yogatama Robin Jia W. Neiswanger 33 14 0 01 Apr 2024
FashionReGen: LLM-Empowered Fashion Report Generation Yujuan Ding Yunshan Ma Wenqi Fan Yige Yao Tat-Seng Chua Qing Li 24 15 0 11 Mar 2024
DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation Xueqing Wu Rui Zheng Jingzhen Sha Te-Lin Wu Hanyu Zhou Mohan Tang Kai-Wei Chang Nanyun Peng Haoran Huang 55 1 0 04 Mar 2024
A systematic evaluation of large language models for generating programming code Wenpin Hou Zhicheng Ji ELM 39 2 0 01 Mar 2024
Large Language Models and Games: A Survey and Roadmap Roberto Gallotta Graham Todd Marvin Zammit Sam Earle Antonios Liapis Julian Togelius Georgios N. Yannakakis LLMAG LM&MA AI4CE LRM 50 73 0 28 Feb 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data Xiao Liu Zirui Wu Xueqing Wu Pan Lu Kai-Wei Chang Yansong Feng ELM LRM 40 27 0 27 Feb 2024
Benchmarking Data Science Agents Yuge Zhang Qiyang Jiang Xingyu Han Nan Chen Yuqing Yang Kan Ren ELM 30 10 0 27 Feb 2024
An Empirical Study of Challenges in Machine Learning Asset Management Zhimin Zhao Yihao Chen A. A. Bangash Bram Adams Ahmed E. Hassan 42 5 0 25 Feb 2024
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization Zhiyu Yang Zihan Zhou Shuo Wang Xin Cong Xu Han ... Pengyuan Liu Dong Yu Zhiyuan Liu Xiaodong Shi Maosong Sun LLMAG 39 26 0 18 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 63 3 0 21 Dec 2023
Jellyfish: A Large Language Model for Data Preprocessing Haochen Zhang Yuyang Dong Chuan Xiao Masafumi Oyamada 32 26 0 04 Dec 2023
ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up? Hailin Chen Fangkai Jiao Xingxuan Li Chengwei Qin Mathieu Ravaut Ruochen Zhao Caiming Xiong Chenyu You ELM CLL AI4MH LRM ALM 85 27 0 28 Nov 2023
Exploring the Potential of Large Language Models in Computational Argumentation Guizhen Chen Liying Cheng Anh Tuan Luu Lidong Bing LLMAG LRM 24 23 0 15 Nov 2023
Conversational AI Threads for Visualizing Multidimensional Datasets Matt-Heun Hong Anamaria Crisan 30 8 0 09 Nov 2023
ChartGPT: Leveraging LLMs to Generate Charts from Abstract Natural Language Yuan Tian Weiwei Cui Dazhen Deng Xinjing Yi Yurun Yang Haidong Zhang Yingcai Wu 48 57 0 03 Nov 2023
DialogBench: Evaluating LLMs as Human-like Dialogue Systems Jiao Ou Junda Lu Che Liu Yihong Tang Fuzheng Zhang Di Zhang Kun Gai ALM LM&MA 34 14 0 03 Nov 2023
Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review Banghao Chen Zhaofeng Zhang Nicolas Langrené Shengxin Zhu LLMAG 31 89 0 23 Oct 2023
TabLib: A Dataset of 627M Tables with Context Gus Eggert Kevin Huo Mike Biven Justin Waugh LMTD 31 10 0 11 Oct 2023
Co-audit: tools to help humans double-check AI-generated content Andrew D. Gordon Carina Negreanu J. Cambronero Rasika Chakravarthy Ian Drosos ... Hannah Richardson Advait Sarkar Stephanie Simmons Jack Williams Ben Zorn 36 13 0 02 Oct 2023
"I'd Like to Have an Argument, Please": Argumentative Reasoning in Large Language Models Sizhe Wei Yifan Lu LRM 48 4 0 29 Sep 2023
Is GPT4 a Good Trader? Bingzhe Wu AIFin 19 0 0 20 Sep 2023
How Do Data Analysts Respond to AI Assistance? A Wizard-of-Oz Study Ken Gu Madeleine Grunde-McLaughlin Andrew M. McNutt Jeffrey Heer Tim Althoff 42 28 0 18 Sep 2023
Demystifying RCE Vulnerabilities in LLM-Integrated Apps Tong Liu Zizhuang Deng Guozhu Meng Yuekang Li Kai Chen SILM 44 19 0 06 Sep 2023
LogGPT: Exploring ChatGPT for Log-Based Anomaly Detection Jiaxing Qi Shaohan Huang Zhongzhi Luan Carol J. Fung Hailong Yang D. Qian 14 26 0 03 Sep 2023
Large Language Models as Data Preprocessors Haochen Zhang Yuyang Dong Chuan Xiao Masafumi Oyamada 35 29 0 30 Aug 2023
AutoPCF: Efficient Product Carbon Footprint Accounting with Large Language Models Z. Deng Jinjie Liu Biao Luo Can Yuan Qingrun Yang Lei Xiao Wenwen Zhou Zhuiguo Liu 16 2 0 08 Aug 2023
What Should Data Science Education Do with Large Language Models? Xinming Tu James Zou Weijie J. Su Linjun Zhang AI4Ed 41 32 0 06 Jul 2023
Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow Wenqi Zhang Yongliang Shen Weiming Lu Yueting Zhuang LLMAG 31 50 0 12 Jun 2023
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources Xingxuan Li Ruochen Zhao Yew Ken Chia Bosheng Ding Chenyu You Soujanya Poria Lidong Bing HILM BDL LRM 84 89 0 22 May 2023