chart understanding

Chart-MRAG: Benchmarking Multimodal Retrieval Augmented Generation on Chart-based Documents ACL 2026 ChartNet: A Million-Scale, High-Quality Multimodal Dataset for Robust Chart Understanding CVPR 2026 ChartQA-X: Generating Explanations for Visual Chart Reasoning WACV 2026 FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ACL 2026 Format Matters: The Robustness of Multimodal LLMs in Reviewing Evidence from Tables and Charts AAAI 2026 Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding ACL 2026 POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question Answering ACL 2026 Protecting multimodal large language models against misleading visualizations ACL 2026 SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More CVPR 2026 START: Spatial and Textual Learning for Chart Understanding WACV 2026 VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought EACL 2026 ChartCap: Mitigating Hallucination of Dense Chart Captioning ICCV 2025 ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation ACL 2025 ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs’ Capability via Chart Editing ACL 2025 ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement EMNLP 2025 ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild COLING 2025 ChartLens: Fine-grained Visual Attribution in Charts ACL 2025 ChartM3: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension EMNLP 2025 ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering EMNLP 2025 ChartMoE: Mixture of Diversely Aligned Expert Connector for Chart Understanding ICLR 2025 ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering ACL 2025 Chart Question Answering from Real-World Analytical Narratives ACL 2025 ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts EMNLP 2025 Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices EMNLP 2025 Effective Training Data Synthesis for Improving MLLM Chart Understanding ICCV 2025