{"kind":"task","effective_mode":"full","benchmark":{"kind":"benchmark","effective_mode":"full","slug":"mmlu","formal_name":"MMLU","introduction":"MMLU asks four-way multiple-choice questions across 57 subjects, from elementary material to professional-level examinations. Since 2020 it has been the most widely cited single reference point for general capability.","introduction_ja":"","introduction_en":"","category":"Category not supplied","task_count":null,"acquisition_status":"Acquisition status not supplied","official_url":"https://github.com/hendrycks/test","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":"fa852f39-b087-599f-b302-3d6e0afb71a6","task_key":"all--test--fa852f39-b087-599f-b302-3d6e0afb71a6","task_revision_id":"1","upstream_id":"","short_description":"Which is true about Batch Normalization?","config":"all","split":"test","body":"{\"choices\":\"['After applying batch normalization, the layer’s activations will follow a standard Gaussian distribution.', 'The bias parameter of affine layers becomes redundant if a batch normalization layer follows immediately afterward.', 'The standard weight initialization must be changed when using Batch Normalization.', 'Batch Normalization is equivalent to Layer Normalization for convolutional neural networks.']\",\"question\":\"Which is true about Batch Normalization?\",\"subject\":\"machine_learning\"}","display_format":"text","language":"","answer_status":"published","assets":[],"source_url":"https://github.com/hendrycks/test","history":"initial import","indexing_mode":"index","subproblems":[],"grids":[]}