{ "FLOPs Inference": [ 5362347138.0, 5382124818.0, 5362347138.0, 5393758290.0, 6537307038.0, 6257480946.0, 5383287906.0 ], "FLOPs Train Full": [ 39010822778368.0, 68806659160768.0, 100406901569600.0, 65687804731264.0, 86932958406720.0, 82516760556096.0, 75977358795328.0 ], "F1-score": [ 0.4221129411761862, 0.7802555765943977, 0.46148184750371374, 0.006628735357855218, 0.659783634219552, 0.7702310350090817, 0.7802462880887377 ], "Accuracy": [ 0.4694332135369871, 0.8012503743635819, 0.5039807327543177, 0.07687556154537287, 0.6650007487271639, 0.8030223619846262, 0.8144716481980633 ], "Adapter": [ "cls_head", "adalora", "full tuning", "lora (q, k and v)", "p_tuning", "loha", "lora" ] }