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complex data science tasks  (Kaggle Inc)
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Kaggle Inc complex data science tasks
Performance of the o3 model on <t>complex</t> <t>data</t> science challenges. ( A ) Bar plots showing the percentile ranks of the o3 model across six additional Kaggle challenges involving more complex <t>tasks.</t> The numbers indicate the percentile ranks. ( B ) Violin plots displaying the distribution of scores from all human participants recorded on the Kaggle leaderboards for each challenge. The o3 model’s score is marked with red dots for comparison.
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Performance of the o3 model on complex data science challenges. ( A ) Bar plots showing the percentile ranks of the o3 model across six additional Kaggle challenges involving more complex tasks. The numbers indicate the percentile ranks. ( B ) Violin plots displaying the distribution of scores from all human participants recorded on the Kaggle leaderboards for each challenge. The o3 model’s score is marked with red dots for comparison.

Journal: Proceedings of the National Academy of Sciences of the United States of America

Article Title: Evaluating large language models in biomedical data science challenges through a classroom experiment

doi: 10.1073/pnas.2521062122

Figure Lengend Snippet: Performance of the o3 model on complex data science challenges. ( A ) Bar plots showing the percentile ranks of the o3 model across six additional Kaggle challenges involving more complex tasks. The numbers indicate the percentile ranks. ( B ) Violin plots displaying the distribution of scores from all human participants recorded on the Kaggle leaderboards for each challenge. The o3 model’s score is marked with red dots for comparison.

Article Snippet: We analyzed the following six Kaggle challenges as representative examples of more complex data science tasks: SenNet + HOA - Hacking the Human Vasculature in 3D ( https://www.kaggle.com/competitions/blood-vessel-segmentation ) HMS - Harmful Brain Activity Classification ( https://www.kaggle.com/competitions/hms-harmful-brain-activity-classification ) ISIC 2024 - Skin Cancer Detection with 3D-TBP ( https://www.kaggle.com/competitions/isic-2024-challenge ) RSNA 2024 Lumbar Spine Degenerative Classification ( https://www.kaggle.com/competitions/rsna-2024-lumbar-spine-degenerative-classification ) NeurIPS 2024 - Predict New Medicines with BELKA ( https://www.kaggle.com/competitions/leash-BELKA ) Stanford RNA 3D Folding ( https://www.kaggle.com/competitions/stanford-rna-3d-folding )

Techniques: Comparison