{"id":"W7130308397","doi":"10.48448/k9e2-8102","title":"Revisiting Intermediate-Layer Matching in Knowledge Distillation: Layer-Selection Strategy Doesn’t Matter (Much)","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Matching (statistics); Phenomenon; Focus (optics); Interpretation (philosophy); Work (physics); Layer (electronics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.006311034,0.0019941,0.001890312,0.007074631,0.001412362,0.002328147,0.002973465,0.00108406,0.02472238],"category_scores_gemma":[0.0007773224,0.00202168,0.0003403603,0.01104976,0.002769366,0.002309034,0.00161002,0.003005125,0.02924742],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005307809,"about_ca_system_score_gemma":0.006195339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148363,"about_ca_topic_score_gemma":0.004811104,"domain_scores_codex":[0.9863849,0.0009421755,0.003177061,0.004257326,0.002143179,0.003095345],"domain_scores_gemma":[0.993767,0.0006364396,0.002088758,0.001584454,0.001245134,0.0006782439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009705015,0.004440456,0.192222,0.009295456,0.0009550956,0.0004210972,0.01218342,0.06417622,0.1008591,0.0631915,0.05443848,0.4968467],"study_design_scores_gemma":[0.01000369,0.0009594032,0.2351125,0.04344483,0.001257543,0.0004075091,0.01058645,0.5556339,0.005483577,0.03294685,0.08947199,0.01469178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05307595,0.002920246,0.02316014,0.001378097,0.006567188,0.004065997,0.0004928803,0.0008921025,0.9074474],"genre_scores_gemma":[0.8934158,0.0001458708,0.002171962,0.0003651987,0.002507024,0.00007488792,0.0001828591,0.0007295568,0.1004068],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8403399,"threshold_uncertainty_score":0.9999445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281727157441371,"score_gpt":0.3306146019196956,"score_spread":0.3024418861755585,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}