[Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs](https://arxiv.org/abs/2406.00257) - came out after the below paper [Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning](https://arxiv.org/abs/2312.10160) [From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models](https://arxiv.org/pdf/2403.12027) - from the same authors as the paper just above