{"id":"W4402727091","doi":"10.1109/cvpr52733.2024.02244","title":"LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Shot (pellet); Computer science; Physics; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.00007107086,0.0001502716,0.0001480766,0.00006085334,0.00007199434,0.00007656198,0.0001665894,0.00005004254,0.0002014672],"category_scores_gemma":[0.000008043872,0.0001238211,0.0001150935,0.0001574947,0.00004768366,0.0001893714,0.00007835997,0.0001727101,0.00009373295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002309448,"about_ca_system_score_gemma":0.00004662554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002540926,"about_ca_topic_score_gemma":0.000004931386,"domain_scores_codex":[0.9991378,0.000005585125,0.0001706276,0.0003102135,0.00007864273,0.0002971765],"domain_scores_gemma":[0.9995539,0.00009547897,0.00002693299,0.0002497417,0.00003926206,0.00003472328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002042482,0.00008721989,0.002705035,0.00008730905,0.0001371453,0.000003379959,0.0001170796,0.0001915024,0.003149886,0.8855032,0.007278991,0.1007189],"study_design_scores_gemma":[0.001100264,0.0003674184,0.0002271832,0.0002071069,0.0001195385,0.000002493975,0.002858659,0.02388904,0.1588667,0.2698866,0.5414196,0.001055381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01253958,0.0001444066,0.9601442,0.0007109732,0.0002038725,0.0005012471,0.00008019849,0.0008832947,0.02479223],"genre_scores_gemma":[0.9335675,0.000001226144,0.05870514,0.00002341514,0.0003062766,0.0001428829,0.00004190705,0.00003860979,0.0071731],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9210279,"threshold_uncertainty_score":0.5049276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03395519841785247,"score_gpt":0.3208921127788029,"score_spread":0.2869369143609505,"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."}}