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+ ---
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+ annotations_creators: []
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+ language:
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+ - en
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+ language_creators: []
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+ license: []
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+ multilinguality:
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+ - monolingual
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+ pretty_name: 'chart_qa_with_axis_tricks'
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+ size_categories:
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+ - 10K<n<100K
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+ source_datasets:
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+ - 'original'
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+ tags:
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+ - adaption
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+ - instruction-tuning
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+ - data-analysis-visualization
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+ - geography
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+ - science
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+ task_categories: []
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+ task_ids: []
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+ ---
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+
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+ ![banner](https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/2ac1e2e4-be24-4877-a382-e5db678362f1.png)
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+
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+ This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
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+
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+ # chart_qa_with_axis_tricks
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+
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+ This dataset contains pairs of chart descriptions and questions focused on interpreting time-series data for meat production and forest area across various countries. The samples specifically highlight misleading visualization techniques, such as inverted axes, truncated y-axes, and non-zero baselines, requiring the model to calculate actual values and percentage changes rather than relying on visual intuition. Each entry provides raw plotted values, axis ranges, and chart types to test robust quantitative reasoning against deceptive graphical representations.
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+
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+ ### Dataset size
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+
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+ There are 27,973 data points in this dataset. This is an instruction tuning dataset.
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+
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+ ### Quality of Remastered Dataset
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+
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+ The final quality is B, with a relative quality improvement of 3.8%.
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+
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+ ### Domain
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+ - Data-analysis-visualization (94%)
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+ - Geography (4%)
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+ - Science (2%)
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+
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+ ### Language
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+ - English (100%)
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+
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+ ### Tone
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+ - Objective (40%)
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+ - Informative (40%)
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+ - Analytical (20%)
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+
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+ ### Evaluation Results
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+
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+ - **Quality Gains:**
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+ <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/ab075bcc-c984-4543-984d-fb622b2c06b9.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
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+
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+ - **Grade Improvement:**
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+ <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/7a89f1dc-72ca-4f20-ab59-934993cb7845.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
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+
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+ - **Percentile Chart:**
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+ <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/159bbfb4-a699-4797-b727-2605f61353b7.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />