{"kind":"task","effective_mode":"full","benchmark":{"kind":"benchmark","effective_mode":"full","slug":"mmlu-pro","formal_name":"MMLU-Pro","introduction":"MMLU-Pro rebuilds MMLU with ten answer options instead of four and removes items that no longer separate models. Questions span fourteen academic and professional subjects.","introduction_ja":"","introduction_en":"","category":"Category not supplied","task_count":null,"acquisition_status":"Acquisition status not supplied","official_url":"https://huggingface.co/datasets/TIGER-Lab/MMLU-Pro","indexing_mode":"index","profile":{"resources":[],"task_format":"","scoring":"","metric":"","size":"","answer_access":"","license":"","citation":"","maintainer":"","released":"","why_hard":"","related":[],"history":"","construction":"","limitations":"","saturation":"","scores":[]}},"task_id":"45d8c94b-5b4e-51d7-a4e6-a3f1228f51d3","task_key":"default--test--10426","task_revision_id":"1","upstream_id":"10426","short_description":"You are training a linear regression model for a simple estimation task, and…","config":"default","split":"test","body":"{\"category\":\"computer science\",\"options\":\"['Bias increase ; Variance increase', 'Bias decrease ; Variance increase', 'Neither bias nor variance is affected by $\\\\\\\\ell_2$ regularization', 'Variance remains constant ; Bias decreases', 'Bias increase ; Variance decrease', 'Bias remains constant ; Variance increases', 'Both bias and variance remain constant', 'Variance remains constant ; Bias increases', 'Bias decrease ; Variance decrease', 'Bias remains constant ; Variance decreases']\",\"question\":\"You are training a linear regression model for a simple estimation task, and notice that the model is overfitting to the data. You decide to add in $\\\\ell_2$ regularization to penalize the weights. As you increase the $\\\\ell_2$ regularization coefficient, what will happen to the bias and variance of the model?\",\"src\":\"ori_mmlu-machine_learning\"}","display_format":"text","language":"","answer_status":"published","assets":[],"source_url":"https://huggingface.co/datasets/TIGER-Lab/MMLU-Pro","history":"initial import","indexing_mode":"index","subproblems":[],"grids":[]}