chart understanding

EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding AAAI 2025 F2TEval: Human-Aligned Multi-Dimensional Evaluation for Figure-to-Text Task EMNLP 2025 FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation ACL 2025 GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models ICCV 2025 INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information IJCNLP 2025 Omni-Chart-600K: A Comprehensive Dataset of Chart Types for Chart Understanding NAACL 2025 On the Perception Bottleneck of VLMs for Chart Understanding EMNLP 2025 Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation ACL 2025 Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering EMNLP 2025 VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding EMNLP 2025 Visual Question Answering on Scientific Charts Using Fine-Tuned Vision-Language Models ACL 2025 Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding ACL 2025 ChartAssistant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning ACL 2024 Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs NAACL 2024 ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning ACL 2024 ChartThinker: A Contextual Chain-of-Thought Approach to Optimized Chart Summarization COLING 2024 CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs NeurIPS 2024 Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning ACL 2024 Enhancing Question Answering on Charts Through Effective Pre-training Tasks EMNLP 2024 MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning NAACL 2024 Plot Twist: Multimodal Models Don’t Comprehend Simple Chart Details EMNLP 2024 Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA CVPR 2024 TinyChart: Efficient Chart Understanding with Program-of-Thoughts Learning and Visual Token Merging EMNLP 2024 Enhanced Chart Understanding via Visual Language Pre-training on Plot Table Pairs ACL 2023 MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering ACL 2023