Computer Vision and Pattern Recognition · Computer Science
Advancing Multimodal Large Language Models in Chart Question Answering with Visualization-Referenced Instruction Tuning
Xingchen Zeng, Haichuan Lin, Yilin Ye, Wei Zeng
2024-08-13
Machine Learning · Computer Science
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph
Jingwei Wang, Zai Zhang, Hao Qian, Chunjing Gan +6
2025-06-27
Human-Computer Interaction · Computer Science
Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention
Ambre Assor, Hyeon Jeon, Sungbok Shin, Jean-Daniel Fekete
2025-09-12
Information Retrieval · Computer Science
Are LLMs ready to help non-expert users to make charts of official statistics data?
Gadir Suleymanli, Alexander Rogiers, Lucas Lageweg, Jefrey Lijffijt
2025-10-03
Artificial Intelligence · Computer Science
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance
Xixi Wang, Miguel Costa, Jordanka Kovaceva, Shuai Wang +1
2025-11-25
Computation and Language · Computer Science
Structure Guided Prompt: Instructing Large Language Model in Multi-Step Reasoning by Exploring Graph Structure of the Text
Kewei Cheng, Nesreen K. Ahmed, Theodore Willke, Yizhou Sun
2024-02-22
Artificial Intelligence · Computer Science
An LLM-Based Approach for Insight Generation in Data Analysis
Alberto Sánchez Pérez, Alaa Boukhary, Paolo Papotti, Luis Castejón Lozano +1
2025-03-18
Computer Vision and Pattern Recognition · Computer Science
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA
Zhuowan Li, Bhavan Jasani, Peng Tang, Shabnam Ghadar
2024-03-29
Human-Computer Interaction · Computer Science
State of the Art of LLM-Enabled Interaction with Visualization
Mathis Brossier, Tobias Isenberg, Konrad Schönborn, Jonas Unger +4
2026-02-04
Human-Computer Interaction · Computer Science
ChartGPT: Leveraging LLMs to Generate Charts from Abstract Natural Language
Yuan Tian, Weiwei Cui, Dazhen Deng, Xinjing Yi +3
2025-01-22
Human-Computer Interaction · Computer Science
Intelligent Drill-Down: Large Language Model-Driven Drill-Down Technique for Human-AI Collaborative Visual Exploration
Zhijun Zheng, Tian Qiu, Yuheng Zhao, Siming Chen
2026-04-21
Human-Computer Interaction · Computer Science
How Do LLMs See Charts? A Comparative Study on High-Level Visualization Comprehension in Humans and LLMs
Hyotaek Jeon, Hyunwook Lee, Minjeong Shin, Tapendra Pandey +5
2026-04-13
Human-Computer Interaction · Computer Science
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs
Harry Li, Gabriel Appleby, Ashley Suh
2024-04-03
Computation and Language · Computer Science
Large Language Models are Good Multi-lingual Learners : When LLMs Meet Cross-lingual Prompts
Teng Wang, Zhenqi He, Wing-Yin Yu, Xiaojin Fu +1
2025-04-21
Human-Computer Interaction · Computer Science
Generating Analytic Specifications for Data Visualization from Natural Language Queries using Large Language Models
Subham Sah, Rishab Mitra, Arpit Narechania, Alex Endert +2
2024-08-28
Computation and Language · Computer Science
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization
Xuan Long Do, Mohammad Hassanpour, Ahmed Masry, Parsa Kavehzadeh +2
2023-12-19
Machine Learning · Computer Science
Enhancing Table Representations with LLM-powered Synthetic Data Generation
Dayu Yang, Natawut Monaikul, Amanda Ding, Bozhao Tan +2
2024-11-07
Artificial Intelligence · Computer Science
Schema Generation for Large Knowledge Graphs Using Large Language Models
Bohui Zhang, Yuan He, Lydia Pintscher, Albert Meroño Peñuela +1
2025-10-03
Machine Learning · Computer Science
A Survey of Large Language Models for Text-Guided Molecular Discovery: from Molecule Generation to Optimization
Ziqing Wang, Kexin Zhang, Zihan Zhao, Yibo Wen +3
2025-05-23