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CHOCOLATE is a benchmark for detecting and correcting factual inconsistency in generated chart captions. It consists of captions produced by six advanced models, which are categorized into three subsets: - LVLM: GPT-4V, Bard (before Gemini) - LLM-based Pipeline: DePlot + GPT-4 - Fine-tuned Model: ChartT5, MatCha, UniChart The charts are from two datasets: VisText and the Pew split of Chart-to-Text. In total, CHOCOLATE consists of 1,187 examples. Each instance in CHOCOLATE consists of a caption generated by one of the models and the annotations of the factual errors for each caption sentence. ### Paper Information - Paper: https://arxiv.org/abs/2312.10160 - Code: https://github.com/khuangaf/CHOCOLATE/ - Project: https://khuangaf.github.io/CHOCOLATE ### Citation If you use the CHOCOLATE dataset in your work, please kindly cite the paper using this BibTeX: @misc{huang-etal-2023-do, title = "Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning", author = "Huang, Kung-Hsiang and Zhou, Mingyang and Chan, Hou Pong and Fung, Yi R. and Wang, Zhenhailong and Zhang, Lingyu and Chang, Shih-Fu and Ji, Heng", year={2023}, eprint={2312.10160}, archivePrefix={arXiv}, primaryClass={cs.CL} }

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