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  # What Lies Beneath: A Call for Distribution-based Visual Question & Answer Datasets
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- Publication: TBD
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- GitHub Repo: TBD
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  This is a histogram-based dataset for visual question and answer (VQA) with humans and large language/multimodal models (LMMs).
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  ## Human and LMM Annotations
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  ## Citation information
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  # What Lies Beneath: A Call for Distribution-based Visual Question & Answer Datasets
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+ Publication: TBD (linked on publication)
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+ GitHub Repo: TBD (linked on publication)
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  This is a histogram-based dataset for visual question and answer (VQA) with humans and large language/multimodal models (LMMs).
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  ## Human and LMM Annotations
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+ Questions which have annotations in `human_and_llm_annotated_data.csv` are:
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+ 1. "What is the median value of the data in this figure panel?" and,
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+ 2. "How many gaussians were used to generate the data for the plot in the figure panel?". The addition of a constraint in the `format` part of the prompt of "Please choose an integer number from 1 to 5." was used in the LMM prompts to mimic the background knowledge of the human annotators.
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+ Code for annotations from LMMs can be found in our GitHub repo linked at the top of this page.
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+ Human annotations were performed with the [Zooniverse](https://www.zooniverse.org/) citizen science platform.
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+ ![Zooniverse interface showing histogram image with the prompt "How many gaussians were used to make the underlying distribution?"][docs/median_number.png]
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  ## Citation information
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docs/media_number.png ADDED

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