Image de couverture de livre

Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Bai, Yunfei, Dhanda, Amit, Jain, Shekhar
Format:	Preprint
Publié:	2026
Sujets:	Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts
par: Chen, Xiangnan, et autres
Publié: (2025)

ChartAgent: A Multimodal Agent for Visually Grounded Reasoning in Complex Chart Question Answering
par: Kaur, Rachneet, et autres
Publié: (2025)

Advancing Chart Question Answering with Robust Chart Component Recognition
par: Zheng, Hanwen, et autres
Publié: (2024)

ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering
par: Wu, Yifan, et autres
Publié: (2024)

POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question Answering
par: Xu, Yichen, et autres
Publié: (2025)

Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering
par: Chen, Zixin, et autres
Publié: (2025)

SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials
par: Kim, Wonjoong, et autres
Publié: (2024)

DeltaLogic: Minimal Premise Edits Reveal Belief-Revision Failures in Logical Reasoning Models
par: Dhanda, Amit
Publié: (2026)

InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts
par: Xie, Tianchi, et autres
Publié: (2025)

Advancing Multimodal Large Language Models in Chart Question Answering with Visualization-Referenced Instruction Tuning
par: Zeng, Xingchen, et autres
Publié: (2024)

mChartQA: A universal benchmark for multimodal Chart Question Answer based on Vision-Language Alignment and Reasoning
par: Wei, Jingxuan, et autres
Publié: (2024)

Multi-Dimensional Summarization Agents with Context-Aware Reasoning over Enterprise Tables
par: Dhanda, Amit
Publié: (2025)

SynChart: Synthesizing Charts from Language Models
par: Liu, Mengchen, et autres
Publié: (2024)

ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild
par: Masry, Ahmed, et autres
Publié: (2024)

Chart-CoCa: Self-Improving Chart Understanding of Vision LMs via Code-Driven Synthesis and Candidate-Conditioned Answering
par: Jiang, Gongyao, et autres
Publié: (2025)

ChartPoint: Guiding MLLMs with Grounding Reflection for Chart Reasoning
par: Xu, Zhengzhuo, et autres
Publié: (2025)

Chart-R1: Chain-of-Thought Supervision and Reinforcement for Advanced Chart Reasoner
par: Chen, Lei, et autres
Publié: (2025)

Safe Equilibrium Policy Optimization for Strategic Agent Policies
par: Arumugam, Karthika, et autres
Publié: (2026)

Evaluating Prompting Strategies for Chart Question Answering with Large Language Models
par: Naikar, Ruthuparna, et autres
Publié: (2026)

ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation
par: Zhao, Xuanle, et autres
Publié: (2025)

Benchmarking Multimodal RAG through a Chart-based Document Question-Answering Generation Framework
par: Yang, Yuming, et autres
Publié: (2025)

CharTool: Tool-Integrated Visual Reasoning for Chart Understanding
par: Zhang, Situo, et autres
Publié: (2026)

Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding
par: Huang, Kung-Hsiang, et autres
Publié: (2025)

Real-Time Fusion of Visual and Chart Data for Enhanced Maritime Vision
par: Kreis, Marten, et autres
Publié: (2025)

Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts
par: Pan, Hongkun, et autres
Publié: (2026)

CT2C-QA: Multimodal Question Answering over Chinese Text, Table and Chart
par: Zhao, Bowen, et autres
Publié: (2024)

WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts
par: Foroutan, Negar, et autres
Publié: (2025)

Reinforcement Learning Enhanced Multi-hop Reasoning for Temporal Knowledge Question Answering
par: Wen, Wuzhenghong, et autres
Publié: (2026)

ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution
par: Goswami, Kanika, et autres
Publié: (2025)

Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts
par: Efat, Azher Ahmed, et autres
Publié: (2026)

ChartAnchor: Chart Grounding with Structural-Semantic Fidelity
par: Li, Xinhang, et autres
Publié: (2025)

ChartHal: A Fine-grained Framework Evaluating Hallucination of Large Vision Language Models in Chart Understanding
par: Wang, Xingqi, et autres
Publié: (2025)

ChartEditBench: Evaluating Grounded Multi-Turn Chart Editing in Multimodal Language Models
par: Kapadnis, Manav Nitin, et autres
Publié: (2026)

PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning
par: Zhang, Yizhen, et autres
Publié: (2025)

Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering
par: Zhang, Yanjie, et autres
Publié: (2026)

ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart Understanding
par: Wu, Yifan, et autres
Publié: (2025)

Thought-For-Food: Reasoning Chain Induced Food Visual Question Answering
par: Jain, Riddhi, et autres
Publié: (2025)

Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types
par: Sinha, Neelabh, et autres
Publié: (2024)

When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models
par: Lin, Jianxin, et autres
Publié: (2026)

ChartDiff: A Large-Scale Benchmark for Comprehending Pairs of Charts
par: Ye, Rongtian
Publié: (2026)