{ "FLOPs Inference": [ 0, 0, 0, 0, 1173844352.0, 722439040.0, 1009544576.0, 1005618560.0, 2280133760.0, 1011507584.0, 1009326752.0, 12869, 4136.2, 2959073096.5, 23351244671.2, 807160876780360 ], "FLOPs Train Full": [ 0, 0, 0, 0, 5115631061802.667, 17556245646.666668, 5497130944298.667, 4222071118592.0, 7426235753344.0, 5175738394410.667, 4151353164288.0, 2239219.6, 719710.3, 2959073096.5, 23351244671.2, 20179021919509.0 ], "F1-score": [ 0.7700764068243765, 0.7315839469458050, 0.7241594599110075, 0.7410676497113696, 0.9082769775399714, 0.24467212044445652, 0.9133714329840307, 0.8905815499705426, 0.8849857794222751, 0.9045815357093705, 0.9168024922602523, 0.8190154221734954, 0.8774801700483007, 0.9145287273831909, 0.9204767907515433, 0.778571428571429 ], "Accuracy": [ 0.7873712616230678, 0.7642923972808240, 0.7444908562169557, 0.7787217863798491, 0.9219476435514172, 0.30630074328187534, 0.9230731846769582, 0.9001082251082252, 0.8930609327779139, 0.923247570040023, 0.9266801437556155, 0.8307947504787654, 0.8840118518693956, 0.9265261841958903, 0.9269562154610903, 0.787142857142857 ], "Adapter": [ "knn", "logreg", "random_forest", "fasttext + logreg", "loha", "full tuning", "lora", "cls_head", "p_tuning", "lora (q, k and v)", "adalora", "rnn", "cnn", "zeroshot_classification_1", "zeroshot_classification_2", "qwen_32B_quant_4_bit" ] }