Cover Image

ChartAgent: A Chart Understanding Framework with Tool Integrated Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Boran, Wang, Xinming, Chen, Yi, Li, Xiang, Xu, Jian, Yuan, Jing, Liu, Chenglin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ChartAgent: A Multimodal Agent for Visually Grounded Reasoning in Complex Chart Question Answering
by: Kaur, Rachneet, et al.
Published: (2025)

Chart-RVR: Reinforcement Learning with Verifiable Rewards for Explainable Chart Reasoning
by: Sinha, Sanchit, et al.
Published: (2025)

Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts
by: Pan, Hongkun, et al.
Published: (2026)

ChartEye: A Deep Learning Framework for Chart Information Extraction
by: Mustafa, Osama, et al.
Published: (2024)

ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement
by: Salamatian, Ali, et al.
Published: (2025)

VTBench: A Multimodal Framework for Time-Series Classification with Chart-Based Representations
by: Venkatesan, Madhumitha, et al.
Published: (2026)

Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancement
by: Yi, Zhihang, et al.
Published: (2026)

ChartBench: A Benchmark for Complex Visual Reasoning in Charts
by: Xu, Zhengzhuo, et al.
Published: (2023)

Generalization of CNNs on Relational Reasoning with Bar Charts
by: Cui, Zhenxing, et al.
Published: (2025)

ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding
by: Huang, Muye, et al.
Published: (2025)

Socratic Chart: Cooperating Multiple Agents for Robust SVG Chart Understanding
by: Ji, Yuyang, et al.
Published: (2025)

Rethinking Comprehensive Benchmark for Chart Understanding: A Perspective from Scientific Literature
by: Shen, Lingdong, et al.
Published: (2024)

ChartAct: A Benchmark for Dynamic Chart Understanding
by: Huang, Muye, et al.
Published: (2026)

Chart Deep Research in LVLMs via Parallel Relative Policy Optimization
by: Tang, Jiajin, et al.
Published: (2026)

ChartMoE: Mixture of Diversely Aligned Expert Connector for Chart Understanding
by: Xu, Zhengzhuo, et al.
Published: (2024)

Chart Specification: Structural Representations for Incentivizing VLM Reasoning in Chart-to-Code Generation
by: He, Minggui, et al.
Published: (2026)

ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning
by: Xia, Renqiu, et al.
Published: (2024)

CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs
by: Wang, Zirui, et al.
Published: (2024)

We Should Chart an Atlas of All the World's Models
by: Horwitz, Eliahu, et al.
Published: (2025)

VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning
by: Huang, Muye, et al.
Published: (2024)

CycleChart: A Unified Consistency-Based Learning Framework for Bidirectional Chart Understanding and Generation
by: Deng, Dazhen, et al.
Published: (2025)

A Tool Bottleneck Framework for Clinically-Informed and Interpretable Medical Image Understanding
by: Liu, Christina, et al.
Published: (2025)

Chart-R1: Chain-of-Thought Supervision and Reinforcement for Advanced Chart Reasoner
by: Chen, Lei, et al.
Published: (2025)

StructChart: On the Schema, Metric, and Augmentation for Visual Chart Understanding
by: Xia, Renqiu, et al.
Published: (2023)

Text Role Classification in Scientific Charts Using Multimodal Transformers
by: Kim, Hye Jin, et al.
Published: (2024)

TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning
by: Zhang, Liang, et al.
Published: (2024)

ChartQA-X: Generating Explanations for Visual Chart Reasoning
by: Hegde, Shamanthak, et al.
Published: (2025)

ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation
by: Li, Zhen, et al.
Published: (2025)

Transformers Utilization in Chart Understanding: A Review of Recent Advances & Future Trends
by: Al-Shetairy, Mirna, et al.
Published: (2024)

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models
by: Shu, Dong, et al.
Published: (2025)

ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch
by: Liu, Zheng, et al.
Published: (2026)

On the Perception Bottleneck of VLMs for Chart Understanding
by: Liu, Junteng, et al.
Published: (2025)

AskChart: Universal Chart Understanding through Textual Enhancement
by: Yang, Xudong, et al.
Published: (2024)

ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation
by: Yang, Cheng, et al.
Published: (2024)

ChartM$^3$: Benchmarking Chart Editing with Multimodal Instructions
by: Yang, Donglu, et al.
Published: (2025)

Towards Sparse Video Understanding and Reasoning
by: Xu, Chenwei, et al.
Published: (2026)

ChartHal: A Fine-grained Framework Evaluating Hallucination of Large Vision Language Models in Chart Understanding
by: Wang, Xingqi, et al.
Published: (2025)

EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding
by: Huang, Muye, et al.
Published: (2024)

ChartM$^3$: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension
by: Xu, Duo, et al.
Published: (2025)

Visual Programmability: A Guide for Code-as-Thought in Chart Understanding
by: Tang, Bohao, et al.
Published: (2025)