| ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering | May 29, 2025 | Chart Question AnsweringChart Understanding | —Unverified | 0 |
| ChartLens: Fine-grained Visual Attribution in Charts | May 25, 2025 | Chart Understanding | —Unverified | 0 |
| InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts | May 25, 2025 | Chart UnderstandingQuestion Answering | CodeCode Available | 3 |
| ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding | May 25, 2025 | Chart UnderstandingLogical Reasoning | CodeCode Available | 0 |
| ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation | May 24, 2025 | BenchmarkingChart Understanding | CodeCode Available | 3 |
| OrionBench: A Benchmark for Chart and Human-Recognizable Object Detection in Infographics | May 23, 2025 | Chart Understandingobject-detection | CodeCode Available | 3 |
| ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart Understanding | May 21, 2025 | Chart Question AnsweringChart Understanding | CodeCode Available | 0 |
| ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models | May 19, 2025 | Chart Question AnsweringChart Understanding | —Unverified | 0 |
| ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing | May 17, 2025 | Chart Understanding | CodeCode Available | 1 |
| ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering | Apr 7, 2025 | Chart Question AnsweringChart Understanding | CodeCode Available | 1 |
| RefChartQA: Grounding Visual Answer on Chart Images through Instruction Tuning | Mar 29, 2025 | Chart Question AnsweringChart Understanding | CodeCode Available | 1 |
| On the Perception Bottleneck of VLMs for Chart Understanding | Mar 24, 2025 | Chart UnderstandingContrastive Learning | CodeCode Available | 0 |
| Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding | Feb 17, 2025 | Arithmetic ReasoningChart Understanding | —Unverified | 0 |
| ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation | Jan 11, 2025 | Chart UnderstandingCode Generation | CodeCode Available | 2 |
| ChartAdapter: Large Vision-Language Model for Chart Summarization | Dec 30, 2024 | Chart Understandingcross-modal alignment | —Unverified | 0 |
| AskChart: Universal Chart Understanding through Textual Enhancement | Dec 26, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 0 |
| SBS Figures: Pre-training Figure QA from Stage-by-Stage Synthesized Images | Dec 23, 2024 | Chart Question AnsweringChart Understanding | CodeCode Available | 0 |
| DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding | Dec 13, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 9 |
| Transformers Utilization in Chart Understanding: A Review of Recent Advances & Future Trends | Oct 5, 2024 | BenchmarkingChart Understanding | —Unverified | 0 |
| SynChart: Synthesizing Charts from Language Models | Sep 25, 2024 | Chart Understanding | —Unverified | 0 |
| C2F-CHART: A Curriculum Learning Approach to Chart Classification | Sep 7, 2024 | Chart Understanding | —Unverified | 0 |
| ChartMoE: Mixture of Expert Connector for Advanced Chart Understanding | Sep 5, 2024 | Chart Understanding | —Unverified | 0 |
| EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding | Sep 3, 2024 | Chart Understanding | CodeCode Available | 1 |
| ChartEye: A Deep Learning Framework for Chart Information Extraction | Aug 28, 2024 | Chart UnderstandingClassification | —Unverified | 0 |
| Revisiting Multi-Modal LLM Evaluation | Aug 9, 2024 | Chart UnderstandingOptical Character Recognition | —Unverified | 0 |
