Cover Image

ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Muye, Zhang, Lingling, Ma, Jie, Lai, Han, Xu, Fangzhi, Li, Yifei, Wu, Wenjun, Wu, Yaqiang, Liu, Jun
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More
by: Huang, Muye, et al.
Published: (2026)

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

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

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

GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering
by: Zhang, Lingling, et al.
Published: (2024)

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

ChartAgent: A Chart Understanding Framework with Tool Integrated Reasoning
by: Wang, Boran, et al.
Published: (2025)

DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning
by: Zhang, Chi, et al.
Published: (2025)

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

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

MSG-Chart: Multimodal Scene Graph for ChartQA
by: Dai, Yue, et al.
Published: (2024)

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

ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation
by: Li, Zhen, 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)

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

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

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

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

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

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

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

ChartGen: Scaling Chart Understanding Via Code-Guided Synthetic Chart Generation
by: Kondic, Jovana, et al.
Published: (2025)

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

ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning
by: Meng, Fanqing, et al.
Published: (2024)

Diagram-Driven Course Questions Generation
by: Zhang, Xinyu, et al.
Published: (2024)

ChartNet: A Million-Scale, High-Quality Multimodal Dataset for Robust Chart Understanding
by: Kondic, Jovana, et al.
Published: (2026)

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

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

Charts Are Not Images: On the Challenges of Scientific Chart Editing
by: Li, Shawn, et al.
Published: (2025)

ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering
by: Wu, Yifan, et al.
Published: (2024)

InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts
by: Xie, Tianchi, et al.
Published: (2025)

ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild
by: Masry, Ahmed, et al.
Published: (2024)

OneChart: Purify the Chart Structural Extraction via One Auxiliary Token
by: Chen, Jinyue, et al.
Published: (2024)

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

ENC-Bench: A Benchmark for Evaluating Multimodal Large Language Models in Electronic Navigational Chart Understanding
by: Cheng, Ao, et al.
Published: (2026)

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

ChartAB: A Benchmark for Chart Grounding & Dense Alignment
by: Bansal, Aniruddh, et al.
Published: (2025)

ChartReformer: Natural Language-Driven Chart Image Editing
by: Yan, Pengyu, et al.
Published: (2024)

ChartE$^{3}$: A Comprehensive Benchmark for End-to-End Chart Editing
by: Li, Shuo, et al.
Published: (2026)