dataset,downstream_model,strategy,budget,mean_macro_f1,std_macro_f1,mean_accuracy,mean_total_cost,n_seeds,cost_scenario ag_news,sentence_transformer_logreg,hybrid_al,1000,0.8544,0.0048,0.8543,99.2,3,base ag_news,sentence_transformer_logreg,random,1000,0.8529,0.003,0.8527,95.2,3,base ag_news,sentence_transformer_logreg,diversity_al,1000,0.8511,0.0001,0.851,98.2,3,base ag_news,sentence_transformer_logreg,uncertainty_al,1000,0.8492,0.0078,0.8493,97.2,3,base ag_news,sentence_transformer_logreg,random,500,0.8439,0.005,0.8437,47.6,3,base ag_news,sentence_transformer_logreg,hybrid_al,500,0.8403,0.0063,0.8407,49.6,3,base ag_news,sentence_transformer_logreg,diversity_al,500,0.8394,0.0032,0.8397,49.1,3,base ag_news,sentence_transformer_logreg,random,250,0.8332,0.0063,0.8323,23.8,3,base ag_news,sentence_transformer_logreg,hybrid_al,250,0.8328,0.0098,0.8333,24.8,3,base ag_news,sentence_transformer_logreg,uncertainty_al,500,0.8319,0.0066,0.833,48.6,3,base ag_news,sentence_transformer_logreg,diversity_al,250,0.8212,0.0103,0.8203,24.55,3,base ag_news,sentence_transformer_logreg,hybrid_al,100,0.797,0.0225,0.8007,9.92,3,base ag_news,sentence_transformer_logreg,random,100,0.7867,0.0081,0.7847,9.52,3,base ag_news,sentence_transformer_logreg,uncertainty_al,250,0.7789,0.0355,0.7887,24.3,3,base ag_news,sentence_transformer_logreg,diversity_al,100,0.7272,0.0314,0.7253,9.82,3,base ag_news,sentence_transformer_logreg,hybrid_al,50,0.5905,0.1611,0.619,4.96,3,base ag_news,sentence_transformer_logreg,uncertainty_al,50,0.5869,0.2013,0.62,4.86,3,base ag_news,sentence_transformer_logreg,random,50,0.4968,0.0394,0.559,4.76,3,base ag_news,sentence_transformer_logreg,uncertainty_al,100,0.4884,0.2235,0.571,9.72,3,base ag_news,sentence_transformer_logreg,diversity_al,50,0.478,0.0444,0.5177,4.91,3,base ag_news,tfidf_logreg,hybrid_al,1000,0.7901,0.0117,0.7897,99.2,3,base ag_news,tfidf_logreg,diversity_al,1000,0.7849,0.0037,0.782,98.2,3,base ag_news,tfidf_logreg,uncertainty_al,1000,0.7807,0.0335,0.784,97.2,3,base ag_news,tfidf_logreg,random,1000,0.7776,0.0064,0.773,95.2,3,base ag_news,tfidf_logreg,random,500,0.7066,0.0374,0.702,47.6,3,base ag_news,tfidf_logreg,random,250,0.6393,0.08,0.643,23.8,3,base ag_news,tfidf_logreg,hybrid_al,500,0.6336,0.036,0.6417,49.6,3,base ag_news,tfidf_logreg,diversity_al,500,0.5225,0.026,0.5397,49.1,3,base ag_news,tfidf_logreg,uncertainty_al,500,0.4956,0.1233,0.5533,48.6,3,base ag_news,tfidf_logreg,hybrid_al,250,0.4743,0.2771,0.5313,24.8,3,base ag_news,tfidf_logreg,hybrid_al,100,0.3577,0.034,0.4347,9.92,3,base ag_news,tfidf_logreg,random,100,0.3569,0.0293,0.417,9.52,3,base ag_news,tfidf_logreg,uncertainty_al,250,0.3212,0.0831,0.4203,24.3,3,base ag_news,tfidf_logreg,uncertainty_al,50,0.2271,0.1579,0.3407,4.86,3,base ag_news,tfidf_logreg,diversity_al,250,0.2176,0.0167,0.3067,24.55,3,base ag_news,tfidf_logreg,random,50,0.2125,0.1367,0.3163,4.76,3,base ag_news,tfidf_logreg,hybrid_al,50,0.1809,0.07,0.3007,4.96,3,base ag_news,tfidf_logreg,uncertainty_al,100,0.1572,0.0958,0.2987,9.72,3,base ag_news,tfidf_logreg,diversity_al,100,0.1053,0.0101,0.246,9.82,3,base ag_news,tfidf_logreg,diversity_al,50,0.0974,0.0,0.242,4.91,3,base banking77,sentence_transformer_logreg,random,1000,0.7388,0.0015,0.7627,95.2,3,base banking77,sentence_transformer_logreg,diversity_al,1000,0.7341,0.0047,0.7587,98.2,3,base banking77,sentence_transformer_logreg,hybrid_al,1000,0.7297,0.0097,0.7523,99.2,3,base banking77,sentence_transformer_logreg,uncertainty_al,1000,0.6941,0.0059,0.727,97.2,3,base banking77,sentence_transformer_logreg,random,500,0.4852,0.0351,0.553,47.6,3,base banking77,sentence_transformer_logreg,hybrid_al,500,0.4428,0.015,0.5137,49.6,3,base banking77,sentence_transformer_logreg,diversity_al,500,0.4365,0.0236,0.5027,49.1,3,base banking77,sentence_transformer_logreg,uncertainty_al,500,0.362,0.0304,0.4443,48.6,3,base banking77,sentence_transformer_logreg,diversity_al,250,0.241,0.0279,0.316,24.55,3,base banking77,sentence_transformer_logreg,hybrid_al,250,0.2356,0.0462,0.311,24.8,3,base banking77,sentence_transformer_logreg,random,250,0.2347,0.0399,0.312,23.8,3,base banking77,sentence_transformer_logreg,uncertainty_al,250,0.2006,0.0238,0.2857,24.3,3,base banking77,sentence_transformer_logreg,hybrid_al,100,0.125,0.0163,0.1843,9.92,3,base banking77,sentence_transformer_logreg,diversity_al,100,0.1206,0.0146,0.1923,9.82,3,base banking77,sentence_transformer_logreg,random,100,0.0955,0.0325,0.1583,9.52,3,base banking77,sentence_transformer_logreg,uncertainty_al,100,0.0821,0.0085,0.16,9.72,3,base banking77,sentence_transformer_logreg,hybrid_al,50,0.0568,0.0054,0.098,4.96,3,base banking77,sentence_transformer_logreg,diversity_al,50,0.0487,0.0003,0.135,4.91,3,base banking77,sentence_transformer_logreg,random,50,0.0354,0.0028,0.103,4.76,3,base banking77,sentence_transformer_logreg,uncertainty_al,50,0.0302,0.0118,0.0777,4.86,3,base banking77,tfidf_logreg,random,1000,0.5452,0.0044,0.5697,95.2,3,base banking77,tfidf_logreg,hybrid_al,1000,0.5216,0.008,0.553,99.2,3,base banking77,tfidf_logreg,diversity_al,1000,0.5155,0.006,0.5373,98.2,3,base banking77,tfidf_logreg,uncertainty_al,1000,0.4945,0.0136,0.528,97.2,3,base banking77,tfidf_logreg,random,500,0.2982,0.0232,0.3287,47.6,3,base banking77,tfidf_logreg,hybrid_al,500,0.2207,0.0145,0.2653,49.6,3,base banking77,tfidf_logreg,diversity_al,500,0.2107,0.0076,0.2287,49.1,3,base banking77,tfidf_logreg,uncertainty_al,500,0.1972,0.0042,0.2613,48.6,3,base banking77,tfidf_logreg,random,250,0.1382,0.0148,0.1623,23.8,3,base banking77,tfidf_logreg,uncertainty_al,250,0.1052,0.0201,0.1523,24.3,3,base banking77,tfidf_logreg,diversity_al,250,0.0884,0.0177,0.1223,24.55,3,base banking77,tfidf_logreg,hybrid_al,250,0.0634,0.0156,0.089,24.8,3,base banking77,tfidf_logreg,diversity_al,100,0.0597,0.0092,0.0763,9.82,3,base banking77,tfidf_logreg,uncertainty_al,100,0.0507,0.0104,0.091,9.72,3,base banking77,tfidf_logreg,random,100,0.0494,0.0164,0.0733,9.52,3,base banking77,tfidf_logreg,hybrid_al,100,0.0458,0.0255,0.073,9.92,3,base banking77,tfidf_logreg,diversity_al,50,0.0362,0.0076,0.081,4.91,3,base banking77,tfidf_logreg,random,50,0.0264,0.0099,0.067,4.76,3,base banking77,tfidf_logreg,uncertainty_al,50,0.0212,0.0062,0.0367,4.86,3,base banking77,tfidf_logreg,hybrid_al,50,0.0176,0.0174,0.0307,4.96,3,base emotion,sentence_transformer_logreg,hybrid_al,1000,0.4674,0.0011,0.636,99.2,3,base emotion,sentence_transformer_logreg,uncertainty_al,1000,0.4565,0.004,0.6317,97.2,3,base emotion,sentence_transformer_logreg,random,1000,0.4556,0.0041,0.6417,95.2,3,base emotion,sentence_transformer_logreg,diversity_al,1000,0.4434,0.0025,0.6283,98.2,3,base emotion,sentence_transformer_logreg,hybrid_al,500,0.442,0.0103,0.617,49.6,3,base emotion,sentence_transformer_logreg,uncertainty_al,500,0.405,0.0122,0.6103,48.6,3,base emotion,sentence_transformer_logreg,diversity_al,500,0.4049,0.0106,0.6007,49.1,3,base emotion,sentence_transformer_logreg,random,500,0.3995,0.0225,0.604,47.6,3,base emotion,sentence_transformer_logreg,hybrid_al,250,0.3819,0.0107,0.5843,24.8,3,base emotion,sentence_transformer_logreg,uncertainty_al,250,0.3496,0.0216,0.5653,24.3,3,base emotion,sentence_transformer_logreg,diversity_al,250,0.3329,0.0075,0.553,24.55,3,base emotion,sentence_transformer_logreg,random,250,0.3241,0.0203,0.5617,23.8,3,base emotion,sentence_transformer_logreg,hybrid_al,100,0.2942,0.0205,0.529,9.92,3,base emotion,sentence_transformer_logreg,uncertainty_al,100,0.2822,0.0422,0.5263,9.72,3,base emotion,sentence_transformer_logreg,diversity_al,100,0.2498,0.0413,0.5137,9.82,3,base emotion,sentence_transformer_logreg,hybrid_al,50,0.2405,0.0417,0.4813,4.96,3,base emotion,sentence_transformer_logreg,diversity_al,50,0.2265,0.0083,0.4913,4.91,3,base emotion,sentence_transformer_logreg,random,100,0.2204,0.0128,0.4987,9.52,3,base emotion,sentence_transformer_logreg,uncertainty_al,50,0.1773,0.0235,0.4253,4.86,3,base emotion,sentence_transformer_logreg,random,50,0.1518,0.0477,0.4203,4.76,3,base emotion,tfidf_logreg,hybrid_al,1000,0.233,0.0069,0.503,99.2,3,base emotion,tfidf_logreg,uncertainty_al,1000,0.2112,0.0096,0.487,97.2,3,base emotion,tfidf_logreg,random,1000,0.2097,0.0052,0.4853,95.2,3,base emotion,tfidf_logreg,diversity_al,1000,0.1978,0.0012,0.4763,98.2,3,base emotion,tfidf_logreg,hybrid_al,500,0.1976,0.0061,0.4453,49.6,3,base emotion,tfidf_logreg,uncertainty_al,500,0.1842,0.0157,0.4443,48.6,3,base emotion,tfidf_logreg,random,500,0.1808,0.011,0.4453,47.6,3,base emotion,tfidf_logreg,uncertainty_al,250,0.1479,0.0147,0.3987,24.3,3,base emotion,tfidf_logreg,random,250,0.147,0.024,0.4037,23.8,3,base emotion,tfidf_logreg,uncertainty_al,100,0.1461,0.0087,0.3743,9.72,3,base emotion,tfidf_logreg,diversity_al,100,0.1379,0.0077,0.3833,9.82,3,base emotion,tfidf_logreg,diversity_al,250,0.136,0.017,0.39,24.55,3,base emotion,tfidf_logreg,hybrid_al,250,0.1325,0.0192,0.3857,24.8,3,base emotion,tfidf_logreg,hybrid_al,50,0.1317,0.0407,0.3507,4.96,3,base emotion,tfidf_logreg,random,100,0.1309,0.0257,0.3757,9.52,3,base emotion,tfidf_logreg,hybrid_al,100,0.1301,0.0155,0.3773,9.92,3,base emotion,tfidf_logreg,diversity_al,50,0.1267,0.02,0.365,4.91,3,base emotion,tfidf_logreg,diversity_al,500,0.1242,0.0084,0.3877,49.1,3,base emotion,tfidf_logreg,uncertainty_al,50,0.0993,0.0301,0.3313,4.86,3,base emotion,tfidf_logreg,random,50,0.099,0.0098,0.364,4.76,3,base financial_phrasebank,sentence_transformer_logreg,diversity_al,1000,0.8478,0.0096,0.8904,98.2,3,base financial_phrasebank,sentence_transformer_logreg,hybrid_al,1000,0.8437,0.0055,0.8859,99.2,3,base financial_phrasebank,sentence_transformer_logreg,uncertainty_al,1000,0.8405,0.0035,0.8852,97.2,3,base financial_phrasebank,sentence_transformer_logreg,uncertainty_al,500,0.8384,0.0096,0.8742,48.6,3,base financial_phrasebank,sentence_transformer_logreg,random,1000,0.8354,0.0058,0.8808,95.2,3,base financial_phrasebank,sentence_transformer_logreg,hybrid_al,500,0.8054,0.009,0.8389,49.6,3,base financial_phrasebank,sentence_transformer_logreg,random,500,0.7945,0.0154,0.8528,47.6,3,base financial_phrasebank,sentence_transformer_logreg,random,250,0.7802,0.0445,0.8425,23.8,3,base financial_phrasebank,sentence_transformer_logreg,diversity_al,500,0.778,0.0274,0.8433,49.1,3,base financial_phrasebank,sentence_transformer_logreg,hybrid_al,250,0.7739,0.0308,0.8182,24.8,3,base financial_phrasebank,sentence_transformer_logreg,uncertainty_al,250,0.757,0.0398,0.7844,24.3,3,base financial_phrasebank,sentence_transformer_logreg,random,100,0.7015,0.0563,0.8013,9.52,3,base financial_phrasebank,sentence_transformer_logreg,hybrid_al,100,0.6623,0.1369,0.7734,9.92,3,base financial_phrasebank,sentence_transformer_logreg,diversity_al,250,0.642,0.0563,0.7859,24.55,3,base financial_phrasebank,sentence_transformer_logreg,uncertainty_al,100,0.6039,0.1811,0.5909,9.72,3,base financial_phrasebank,sentence_transformer_logreg,random,50,0.6022,0.0983,0.7277,4.76,3,base financial_phrasebank,sentence_transformer_logreg,hybrid_al,50,0.5991,0.0939,0.7594,4.96,3,base financial_phrasebank,sentence_transformer_logreg,uncertainty_al,50,0.3606,0.0945,0.4606,4.86,3,base financial_phrasebank,sentence_transformer_logreg,diversity_al,100,0.2943,0.0455,0.6299,9.82,3,base financial_phrasebank,sentence_transformer_logreg,diversity_al,50,0.2556,0.0035,0.6144,4.91,3,base financial_phrasebank,tfidf_logreg,uncertainty_al,500,0.7567,0.0158,0.8337,48.6,3,base financial_phrasebank,tfidf_logreg,hybrid_al,1000,0.7515,0.0031,0.8381,99.2,3,base financial_phrasebank,tfidf_logreg,uncertainty_al,1000,0.7483,0.0099,0.8352,97.2,3,base financial_phrasebank,tfidf_logreg,hybrid_al,500,0.7452,0.0074,0.83,49.6,3,base financial_phrasebank,tfidf_logreg,random,1000,0.7123,0.0165,0.8146,95.2,3,base financial_phrasebank,tfidf_logreg,diversity_al,1000,0.6529,0.0196,0.7962,98.2,3,base financial_phrasebank,tfidf_logreg,random,500,0.6363,0.009,0.7837,47.6,3,base financial_phrasebank,tfidf_logreg,hybrid_al,250,0.6337,0.076,0.7866,24.8,3,base financial_phrasebank,tfidf_logreg,hybrid_al,100,0.5654,0.1149,0.7609,9.92,3,base financial_phrasebank,tfidf_logreg,random,250,0.5646,0.0717,0.7447,23.8,3,base financial_phrasebank,tfidf_logreg,uncertainty_al,250,0.5134,0.1674,0.518,24.3,3,base financial_phrasebank,tfidf_logreg,random,100,0.4485,0.0423,0.699,9.52,3,base financial_phrasebank,tfidf_logreg,hybrid_al,50,0.4325,0.0881,0.6696,4.96,3,base financial_phrasebank,tfidf_logreg,random,50,0.412,0.1512,0.6718,4.76,3,base financial_phrasebank,tfidf_logreg,uncertainty_al,100,0.4033,0.1861,0.4246,9.72,3,base financial_phrasebank,tfidf_logreg,diversity_al,500,0.3037,0.04,0.6328,49.1,3,base financial_phrasebank,tfidf_logreg,uncertainty_al,50,0.2755,0.0215,0.3996,4.86,3,base financial_phrasebank,tfidf_logreg,diversity_al,250,0.2556,0.0035,0.6144,24.55,3,base financial_phrasebank,tfidf_logreg,diversity_al,50,0.2535,0.0,0.6137,4.91,3,base financial_phrasebank,tfidf_logreg,diversity_al,100,0.2535,0.0,0.6137,9.82,3,base rotten_tomatoes,sentence_transformer_logreg,diversity_al,1000,0.7399,0.0044,0.74,98.2,3,base rotten_tomatoes,sentence_transformer_logreg,uncertainty_al,1000,0.7398,0.0044,0.7403,97.2,3,base rotten_tomatoes,sentence_transformer_logreg,random,1000,0.7362,0.0026,0.7363,95.2,3,base rotten_tomatoes,sentence_transformer_logreg,random,500,0.7325,0.004,0.733,47.6,3,base rotten_tomatoes,sentence_transformer_logreg,hybrid_al,1000,0.7286,0.0069,0.7287,99.2,3,base rotten_tomatoes,sentence_transformer_logreg,uncertainty_al,500,0.7244,0.0115,0.7253,48.6,3,base rotten_tomatoes,sentence_transformer_logreg,hybrid_al,500,0.7203,0.0154,0.7217,49.6,3,base rotten_tomatoes,sentence_transformer_logreg,random,250,0.7125,0.0075,0.7133,23.8,3,base rotten_tomatoes,sentence_transformer_logreg,hybrid_al,250,0.7077,0.0106,0.7093,24.8,3,base rotten_tomatoes,sentence_transformer_logreg,diversity_al,250,0.7026,0.0068,0.7057,24.55,3,base rotten_tomatoes,sentence_transformer_logreg,diversity_al,500,0.6999,0.0048,0.7023,49.1,3,base rotten_tomatoes,sentence_transformer_logreg,uncertainty_al,250,0.6885,0.0259,0.694,24.3,3,base rotten_tomatoes,sentence_transformer_logreg,hybrid_al,100,0.6729,0.0306,0.6783,9.92,3,base rotten_tomatoes,sentence_transformer_logreg,diversity_al,100,0.6634,0.0528,0.6747,9.82,3,base rotten_tomatoes,sentence_transformer_logreg,random,100,0.6575,0.03,0.6633,9.52,3,base rotten_tomatoes,sentence_transformer_logreg,hybrid_al,50,0.5899,0.1085,0.621,4.96,3,base rotten_tomatoes,sentence_transformer_logreg,uncertainty_al,100,0.5397,0.1473,0.6007,9.72,3,base rotten_tomatoes,sentence_transformer_logreg,random,50,0.5188,0.1415,0.585,4.76,3,base rotten_tomatoes,sentence_transformer_logreg,diversity_al,50,0.4456,0.0543,0.55,4.91,3,base rotten_tomatoes,sentence_transformer_logreg,uncertainty_al,50,0.4196,0.0491,0.5337,4.86,3,base rotten_tomatoes,tfidf_logreg,hybrid_al,1000,0.6834,0.0125,0.687,99.2,3,base rotten_tomatoes,tfidf_logreg,diversity_al,1000,0.683,0.0087,0.6833,98.2,3,base rotten_tomatoes,tfidf_logreg,random,1000,0.6749,0.0014,0.6763,95.2,3,base rotten_tomatoes,tfidf_logreg,uncertainty_al,1000,0.649,0.027,0.6617,97.2,3,base rotten_tomatoes,tfidf_logreg,random,500,0.6378,0.0134,0.6443,47.6,3,base rotten_tomatoes,tfidf_logreg,diversity_al,500,0.6028,0.0329,0.6243,49.1,3,base rotten_tomatoes,tfidf_logreg,random,250,0.5674,0.0498,0.59,23.8,3,base rotten_tomatoes,tfidf_logreg,uncertainty_al,500,0.5511,0.0557,0.5943,48.6,3,base rotten_tomatoes,tfidf_logreg,hybrid_al,100,0.5417,0.0607,0.5663,9.92,3,base rotten_tomatoes,tfidf_logreg,diversity_al,250,0.5262,0.061,0.5767,24.55,3,base rotten_tomatoes,tfidf_logreg,random,100,0.5139,0.0208,0.555,9.52,3,base rotten_tomatoes,tfidf_logreg,uncertainty_al,250,0.5124,0.0717,0.571,24.3,3,base rotten_tomatoes,tfidf_logreg,hybrid_al,500,0.5087,0.1222,0.577,49.6,3,base rotten_tomatoes,tfidf_logreg,diversity_al,100,0.5079,0.0461,0.5483,9.82,3,base rotten_tomatoes,tfidf_logreg,hybrid_al,250,0.4973,0.1001,0.5597,24.8,3,base rotten_tomatoes,tfidf_logreg,hybrid_al,50,0.4468,0.0951,0.5217,4.96,3,base rotten_tomatoes,tfidf_logreg,random,50,0.4052,0.1207,0.5157,4.76,3,base rotten_tomatoes,tfidf_logreg,uncertainty_al,100,0.3604,0.045,0.502,9.72,3,base rotten_tomatoes,tfidf_logreg,diversity_al,50,0.3338,0.0,0.501,4.91,3,base rotten_tomatoes,tfidf_logreg,uncertainty_al,50,0.3338,0.0009,0.4997,4.86,3,base sst2,sentence_transformer_logreg,hybrid_al,1000,0.8008,0.0053,0.801,99.2,3,base sst2,sentence_transformer_logreg,uncertainty_al,1000,0.7983,0.0032,0.7983,97.2,3,base sst2,sentence_transformer_logreg,random,1000,0.7976,0.0023,0.7977,95.2,3,base sst2,sentence_transformer_logreg,hybrid_al,500,0.7944,0.0045,0.7947,49.6,3,base sst2,sentence_transformer_logreg,diversity_al,1000,0.7933,0.0032,0.7933,98.2,3,base sst2,sentence_transformer_logreg,uncertainty_al,500,0.7895,0.005,0.7903,48.6,3,base sst2,sentence_transformer_logreg,random,500,0.7883,0.0073,0.7883,47.6,3,base sst2,sentence_transformer_logreg,random,250,0.7796,0.0044,0.7797,23.8,3,base sst2,sentence_transformer_logreg,diversity_al,500,0.7782,0.0041,0.7783,49.1,3,base sst2,sentence_transformer_logreg,uncertainty_al,250,0.772,0.0107,0.7723,24.3,3,base sst2,sentence_transformer_logreg,diversity_al,250,0.7625,0.0094,0.7637,24.55,3,base sst2,sentence_transformer_logreg,hybrid_al,250,0.762,0.0175,0.7633,24.8,3,base sst2,sentence_transformer_logreg,hybrid_al,100,0.7424,0.0147,0.744,9.92,3,base sst2,sentence_transformer_logreg,diversity_al,100,0.7199,0.0096,0.7253,9.82,3,base sst2,sentence_transformer_logreg,random,100,0.7078,0.0305,0.7117,9.52,3,base sst2,sentence_transformer_logreg,uncertainty_al,100,0.703,0.0294,0.7117,9.72,3,base sst2,sentence_transformer_logreg,diversity_al,50,0.6932,0.0311,0.7047,4.91,3,base sst2,sentence_transformer_logreg,hybrid_al,50,0.6808,0.0488,0.688,4.96,3,base sst2,sentence_transformer_logreg,random,50,0.5723,0.026,0.6127,4.76,3,base sst2,sentence_transformer_logreg,uncertainty_al,50,0.4834,0.1723,0.5873,4.86,3,base sst2,tfidf_logreg,uncertainty_al,1000,0.7056,0.0108,0.709,97.2,3,base sst2,tfidf_logreg,random,1000,0.699,0.0081,0.7003,95.2,3,base sst2,tfidf_logreg,diversity_al,1000,0.6986,0.0064,0.699,98.2,3,base sst2,tfidf_logreg,hybrid_al,1000,0.6973,0.0056,0.703,99.2,3,base sst2,tfidf_logreg,random,500,0.6525,0.0043,0.6553,47.6,3,base sst2,tfidf_logreg,hybrid_al,500,0.6364,0.0324,0.6513,49.6,3,base sst2,tfidf_logreg,diversity_al,500,0.6202,0.0145,0.632,49.1,3,base sst2,tfidf_logreg,random,250,0.6155,0.0171,0.619,23.8,3,base sst2,tfidf_logreg,diversity_al,250,0.6135,0.0278,0.6247,24.55,3,base sst2,tfidf_logreg,uncertainty_al,500,0.5964,0.087,0.63,48.6,3,base sst2,tfidf_logreg,diversity_al,100,0.5579,0.0522,0.582,9.82,3,base sst2,tfidf_logreg,uncertainty_al,250,0.5524,0.0183,0.585,24.3,3,base sst2,tfidf_logreg,hybrid_al,250,0.5439,0.0997,0.594,24.8,3,base sst2,tfidf_logreg,hybrid_al,100,0.5276,0.042,0.5597,9.92,3,base sst2,tfidf_logreg,hybrid_al,50,0.5063,0.0771,0.553,4.96,3,base sst2,tfidf_logreg,random,100,0.4857,0.0638,0.5467,9.52,3,base sst2,tfidf_logreg,uncertainty_al,100,0.4377,0.0773,0.5357,9.72,3,base sst2,tfidf_logreg,diversity_al,50,0.4251,0.0929,0.5323,4.91,3,base sst2,tfidf_logreg,random,50,0.3791,0.0642,0.4993,4.76,3,base sst2,tfidf_logreg,uncertainty_al,50,0.359,0.0361,0.5077,4.86,3,base trec,sentence_transformer_logreg,hybrid_al,1000,0.7233,0.0074,0.834,99.2,3,base trec,sentence_transformer_logreg,uncertainty_al,1000,0.7154,0.0141,0.8153,97.2,3,base trec,sentence_transformer_logreg,diversity_al,1000,0.7007,0.0043,0.8413,98.2,3,base trec,sentence_transformer_logreg,random,1000,0.6939,0.0016,0.8327,95.2,3,base trec,sentence_transformer_logreg,random,500,0.6689,0.0066,0.804,47.6,3,base trec,sentence_transformer_logreg,diversity_al,500,0.6447,0.011,0.7793,49.1,3,base trec,sentence_transformer_logreg,hybrid_al,500,0.6258,0.0147,0.7767,49.6,3,base trec,sentence_transformer_logreg,uncertainty_al,500,0.6244,0.0389,0.7367,48.6,3,base trec,sentence_transformer_logreg,random,250,0.6007,0.0556,0.7253,23.8,3,base trec,sentence_transformer_logreg,hybrid_al,250,0.567,0.0191,0.7233,24.8,3,base trec,sentence_transformer_logreg,diversity_al,250,0.5488,0.0156,0.67,24.55,3,base trec,sentence_transformer_logreg,uncertainty_al,250,0.5245,0.0575,0.6373,24.3,3,base trec,sentence_transformer_logreg,random,100,0.4839,0.0889,0.6053,9.52,3,base trec,sentence_transformer_logreg,hybrid_al,100,0.3591,0.0775,0.4613,9.92,3,base trec,sentence_transformer_logreg,diversity_al,100,0.3235,0.0225,0.428,9.82,3,base trec,sentence_transformer_logreg,uncertainty_al,100,0.2269,0.125,0.392,9.72,3,base trec,sentence_transformer_logreg,random,50,0.2256,0.0145,0.368,4.76,3,base trec,sentence_transformer_logreg,diversity_al,50,0.1901,0.0373,0.31,4.91,3,base trec,sentence_transformer_logreg,hybrid_al,50,0.1325,0.0586,0.2547,4.96,3,base trec,sentence_transformer_logreg,uncertainty_al,50,0.102,0.0389,0.1907,4.86,3,base trec,tfidf_logreg,hybrid_al,1000,0.7857,0.0016,0.7947,99.2,3,base trec,tfidf_logreg,random,1000,0.771,0.0061,0.7733,95.2,3,base trec,tfidf_logreg,uncertainty_al,1000,0.7203,0.0517,0.6907,97.2,3,base trec,tfidf_logreg,random,500,0.6712,0.0749,0.7033,47.6,3,base trec,tfidf_logreg,diversity_al,1000,0.637,0.0051,0.7487,98.2,3,base trec,tfidf_logreg,uncertainty_al,500,0.5701,0.1384,0.5707,48.6,3,base trec,tfidf_logreg,hybrid_al,500,0.554,0.0106,0.658,49.6,3,base trec,tfidf_logreg,random,250,0.5281,0.0479,0.632,23.8,3,base trec,tfidf_logreg,diversity_al,500,0.4793,0.0097,0.5833,49.1,3,base trec,tfidf_logreg,hybrid_al,250,0.4559,0.0316,0.582,24.8,3,base trec,tfidf_logreg,random,100,0.3725,0.0878,0.4707,9.52,3,base trec,tfidf_logreg,uncertainty_al,250,0.3537,0.1073,0.4033,24.3,3,base trec,tfidf_logreg,random,50,0.2795,0.0363,0.3733,4.76,3,base trec,tfidf_logreg,diversity_al,250,0.2769,0.0179,0.4193,24.55,3,base trec,tfidf_logreg,diversity_al,100,0.2648,0.0088,0.4273,9.82,3,base trec,tfidf_logreg,hybrid_al,100,0.2223,0.0324,0.322,9.92,3,base trec,tfidf_logreg,uncertainty_al,100,0.1629,0.0666,0.31,9.72,3,base trec,tfidf_logreg,diversity_al,50,0.1599,0.0362,0.3053,4.91,3,base trec,tfidf_logreg,hybrid_al,50,0.0853,0.0217,0.2193,4.96,3,base trec,tfidf_logreg,uncertainty_al,50,0.0742,0.026,0.1793,4.86,3,base tweet_eval_sentiment,sentence_transformer_logreg,hybrid_al,1000,0.5813,0.0066,0.5793,99.2,3,base tweet_eval_sentiment,sentence_transformer_logreg,random,1000,0.5773,0.0153,0.58,95.2,3,base tweet_eval_sentiment,sentence_transformer_logreg,uncertainty_al,1000,0.5752,0.0045,0.575,97.2,3,base tweet_eval_sentiment,sentence_transformer_logreg,diversity_al,1000,0.5739,0.0097,0.5757,98.2,3,base tweet_eval_sentiment,sentence_transformer_logreg,diversity_al,500,0.5733,0.0077,0.5823,49.1,3,base tweet_eval_sentiment,sentence_transformer_logreg,hybrid_al,500,0.5523,0.0117,0.5647,49.6,3,base tweet_eval_sentiment,sentence_transformer_logreg,uncertainty_al,500,0.5436,0.0354,0.5477,48.6,3,base tweet_eval_sentiment,sentence_transformer_logreg,diversity_al,250,0.529,0.0264,0.559,24.55,3,base tweet_eval_sentiment,sentence_transformer_logreg,random,500,0.5275,0.0415,0.5507,47.6,3,base tweet_eval_sentiment,sentence_transformer_logreg,random,250,0.5202,0.0161,0.536,23.8,3,base tweet_eval_sentiment,sentence_transformer_logreg,hybrid_al,250,0.4993,0.0152,0.534,24.8,3,base tweet_eval_sentiment,sentence_transformer_logreg,uncertainty_al,250,0.4605,0.0803,0.5163,24.3,3,base tweet_eval_sentiment,sentence_transformer_logreg,diversity_al,100,0.4048,0.0336,0.4993,9.82,3,base tweet_eval_sentiment,sentence_transformer_logreg,hybrid_al,100,0.399,0.0383,0.4957,9.92,3,base tweet_eval_sentiment,sentence_transformer_logreg,uncertainty_al,100,0.3696,0.0247,0.4683,9.72,3,base tweet_eval_sentiment,sentence_transformer_logreg,random,50,0.3395,0.0889,0.405,4.76,3,base tweet_eval_sentiment,sentence_transformer_logreg,uncertainty_al,50,0.3322,0.0024,0.4527,4.86,3,base tweet_eval_sentiment,sentence_transformer_logreg,random,100,0.3268,0.0703,0.4347,9.52,3,base tweet_eval_sentiment,sentence_transformer_logreg,hybrid_al,50,0.3151,0.0266,0.4567,4.96,3,base tweet_eval_sentiment,sentence_transformer_logreg,diversity_al,50,0.3046,0.0659,0.462,4.91,3,base tweet_eval_sentiment,tfidf_logreg,hybrid_al,1000,0.3627,0.0065,0.4797,99.2,3,base tweet_eval_sentiment,tfidf_logreg,random,1000,0.3606,0.0015,0.4737,95.2,3,base tweet_eval_sentiment,tfidf_logreg,diversity_al,1000,0.3598,0.0032,0.4733,98.2,3,base tweet_eval_sentiment,tfidf_logreg,uncertainty_al,1000,0.3568,0.007,0.4743,97.2,3,base tweet_eval_sentiment,tfidf_logreg,random,500,0.3168,0.0185,0.4573,47.6,3,base tweet_eval_sentiment,tfidf_logreg,uncertainty_al,500,0.3165,0.008,0.4537,48.6,3,base tweet_eval_sentiment,tfidf_logreg,hybrid_al,500,0.3102,0.0144,0.4483,49.6,3,base tweet_eval_sentiment,tfidf_logreg,random,250,0.304,0.0171,0.4273,23.8,3,base tweet_eval_sentiment,tfidf_logreg,uncertainty_al,250,0.2937,0.0387,0.434,24.3,3,base tweet_eval_sentiment,tfidf_logreg,diversity_al,500,0.2827,0.0295,0.4627,49.1,3,base tweet_eval_sentiment,tfidf_logreg,hybrid_al,250,0.2791,0.0345,0.4457,24.8,3,base tweet_eval_sentiment,tfidf_logreg,hybrid_al,100,0.2645,0.0209,0.4433,9.92,3,base tweet_eval_sentiment,tfidf_logreg,hybrid_al,50,0.2351,0.0185,0.44,4.96,3,base tweet_eval_sentiment,tfidf_logreg,diversity_al,250,0.2336,0.0061,0.4557,24.55,3,base tweet_eval_sentiment,tfidf_logreg,uncertainty_al,100,0.2332,0.0581,0.3743,9.72,3,base tweet_eval_sentiment,tfidf_logreg,uncertainty_al,50,0.2313,0.058,0.375,4.86,3,base tweet_eval_sentiment,tfidf_logreg,random,100,0.2306,0.0431,0.3633,9.52,3,base tweet_eval_sentiment,tfidf_logreg,diversity_al,100,0.2209,0.0224,0.443,9.82,3,base tweet_eval_sentiment,tfidf_logreg,diversity_al,50,0.2119,0.0055,0.4503,4.91,3,base tweet_eval_sentiment,tfidf_logreg,random,50,0.1905,0.0528,0.321,4.76,3,base twenty_newsgroups,sentence_transformer_logreg,random,1000,0.6354,0.0108,0.6584,95.2,3,base twenty_newsgroups,sentence_transformer_logreg,diversity_al,1000,0.6273,0.0045,0.6499,98.2,3,base twenty_newsgroups,sentence_transformer_logreg,hybrid_al,1000,0.6267,0.0043,0.6502,99.2,3,base twenty_newsgroups,sentence_transformer_logreg,uncertainty_al,1000,0.6227,0.0021,0.6495,97.2,3,base twenty_newsgroups,sentence_transformer_logreg,random,500,0.5951,0.0264,0.6297,47.6,3,base twenty_newsgroups,sentence_transformer_logreg,hybrid_al,500,0.5922,0.0138,0.6266,49.6,3,base twenty_newsgroups,sentence_transformer_logreg,diversity_al,500,0.5635,0.0067,0.591,49.1,3,base twenty_newsgroups,sentence_transformer_logreg,uncertainty_al,500,0.5352,0.0395,0.5673,48.6,3,base twenty_newsgroups,sentence_transformer_logreg,random,250,0.4792,0.0182,0.531,23.8,3,base twenty_newsgroups,sentence_transformer_logreg,hybrid_al,250,0.4296,0.0719,0.4872,24.8,3,base twenty_newsgroups,sentence_transformer_logreg,diversity_al,250,0.3997,0.0177,0.4563,24.55,3,base twenty_newsgroups,sentence_transformer_logreg,uncertainty_al,250,0.2761,0.0325,0.3426,24.3,3,base twenty_newsgroups,sentence_transformer_logreg,random,100,0.2012,0.0053,0.2861,9.52,3,base twenty_newsgroups,sentence_transformer_logreg,uncertainty_al,100,0.1899,0.0579,0.2727,9.72,3,base twenty_newsgroups,sentence_transformer_logreg,hybrid_al,100,0.1606,0.0692,0.2425,9.92,3,base twenty_newsgroups,sentence_transformer_logreg,diversity_al,100,0.1385,0.0228,0.2292,9.82,3,base twenty_newsgroups,sentence_transformer_logreg,random,50,0.0875,0.0133,0.1552,4.76,3,base twenty_newsgroups,sentence_transformer_logreg,hybrid_al,50,0.0743,0.0413,0.135,4.96,3,base twenty_newsgroups,sentence_transformer_logreg,diversity_al,50,0.0725,0.0154,0.1381,4.91,3,base twenty_newsgroups,sentence_transformer_logreg,uncertainty_al,50,0.0567,0.0208,0.1189,4.86,3,base twenty_newsgroups,tfidf_logreg,random,1000,0.3466,0.0456,0.3929,95.2,3,base twenty_newsgroups,tfidf_logreg,hybrid_al,1000,0.3279,0.0043,0.3649,99.2,3,base twenty_newsgroups,tfidf_logreg,diversity_al,1000,0.3123,0.006,0.358,98.2,3,base twenty_newsgroups,tfidf_logreg,uncertainty_al,1000,0.2882,0.0391,0.3416,97.2,3,base twenty_newsgroups,tfidf_logreg,random,500,0.2373,0.039,0.284,47.6,3,base twenty_newsgroups,tfidf_logreg,hybrid_al,500,0.1391,0.022,0.1802,49.6,3,base twenty_newsgroups,tfidf_logreg,random,250,0.1044,0.0424,0.1662,23.8,3,base twenty_newsgroups,tfidf_logreg,uncertainty_al,500,0.1009,0.0646,0.1466,48.6,3,base twenty_newsgroups,tfidf_logreg,diversity_al,500,0.0998,0.0108,0.1401,49.1,3,base twenty_newsgroups,tfidf_logreg,diversity_al,250,0.0791,0.0093,0.1271,24.55,3,base twenty_newsgroups,tfidf_logreg,hybrid_al,250,0.0701,0.0042,0.1189,24.8,3,base twenty_newsgroups,tfidf_logreg,uncertainty_al,100,0.0373,0.0087,0.0791,9.72,3,base twenty_newsgroups,tfidf_logreg,random,100,0.0359,0.0211,0.085,9.52,3,base twenty_newsgroups,tfidf_logreg,diversity_al,100,0.0351,0.015,0.0863,9.82,3,base twenty_newsgroups,tfidf_logreg,uncertainty_al,250,0.0302,0.0117,0.0952,24.3,3,base twenty_newsgroups,tfidf_logreg,hybrid_al,100,0.0213,0.0091,0.0654,9.92,3,base twenty_newsgroups,tfidf_logreg,random,50,0.0129,0.0109,0.0596,4.76,3,base twenty_newsgroups,tfidf_logreg,uncertainty_al,50,0.0123,0.0073,0.0596,4.86,3,base twenty_newsgroups,tfidf_logreg,hybrid_al,50,0.0122,0.0004,0.0538,4.96,3,base twenty_newsgroups,tfidf_logreg,diversity_al,50,0.0117,0.0063,0.0517,4.91,3,base yelp_polarity,sentence_transformer_logreg,random,1000,0.8542,0.0062,0.855,95.2,3,base yelp_polarity,sentence_transformer_logreg,diversity_al,500,0.8513,0.0018,0.852,49.1,3,base yelp_polarity,sentence_transformer_logreg,uncertainty_al,1000,0.8503,0.0004,0.8513,97.2,3,base yelp_polarity,sentence_transformer_logreg,diversity_al,1000,0.8493,0.0011,0.85,98.2,3,base yelp_polarity,sentence_transformer_logreg,hybrid_al,1000,0.844,0.0025,0.8443,99.2,3,base yelp_polarity,sentence_transformer_logreg,random,500,0.8387,0.0094,0.8397,47.6,3,base yelp_polarity,sentence_transformer_logreg,diversity_al,250,0.8224,0.0089,0.8247,24.55,3,base yelp_polarity,sentence_transformer_logreg,random,250,0.821,0.0069,0.8227,23.8,3,base yelp_polarity,sentence_transformer_logreg,uncertainty_al,500,0.8131,0.009,0.8137,48.6,3,base yelp_polarity,sentence_transformer_logreg,hybrid_al,500,0.8103,0.0055,0.811,49.6,3,base yelp_polarity,sentence_transformer_logreg,random,100,0.7867,0.018,0.788,9.52,3,base yelp_polarity,sentence_transformer_logreg,diversity_al,50,0.7754,0.0082,0.7787,4.91,3,base yelp_polarity,sentence_transformer_logreg,diversity_al,100,0.7739,0.0188,0.7797,9.82,3,base yelp_polarity,sentence_transformer_logreg,hybrid_al,250,0.7709,0.0502,0.774,24.8,3,base yelp_polarity,sentence_transformer_logreg,uncertainty_al,100,0.7498,0.0675,0.762,9.72,3,base yelp_polarity,sentence_transformer_logreg,hybrid_al,100,0.7193,0.062,0.732,9.92,3,base yelp_polarity,sentence_transformer_logreg,uncertainty_al,250,0.7078,0.1188,0.732,24.3,3,base yelp_polarity,sentence_transformer_logreg,hybrid_al,50,0.688,0.1211,0.7057,4.96,3,base yelp_polarity,sentence_transformer_logreg,random,50,0.6601,0.1289,0.6993,4.76,3,base yelp_polarity,sentence_transformer_logreg,uncertainty_al,50,0.6581,0.2107,0.694,4.86,3,base yelp_polarity,tfidf_logreg,hybrid_al,1000,0.8598,0.0204,0.86,99.2,3,base yelp_polarity,tfidf_logreg,diversity_al,1000,0.824,0.0029,0.828,98.2,3,base yelp_polarity,tfidf_logreg,diversity_al,500,0.7933,0.0168,0.8003,49.1,3,base yelp_polarity,tfidf_logreg,random,1000,0.7927,0.0078,0.8,95.2,3,base yelp_polarity,tfidf_logreg,random,500,0.7436,0.0306,0.7587,47.6,3,base yelp_polarity,tfidf_logreg,uncertainty_al,1000,0.7371,0.0993,0.7603,97.2,3,base yelp_polarity,tfidf_logreg,random,250,0.64,0.0948,0.688,23.8,3,base yelp_polarity,tfidf_logreg,diversity_al,250,0.6259,0.0378,0.6743,24.55,3,base yelp_polarity,tfidf_logreg,random,100,0.5863,0.0486,0.6267,9.52,3,base yelp_polarity,tfidf_logreg,diversity_al,50,0.4868,0.0888,0.5707,4.91,3,base yelp_polarity,tfidf_logreg,hybrid_al,250,0.4771,0.271,0.579,24.8,3,base yelp_polarity,tfidf_logreg,uncertainty_al,100,0.4641,0.2107,0.5727,9.72,3,base yelp_polarity,tfidf_logreg,diversity_al,100,0.4524,0.1171,0.576,9.82,3,base yelp_polarity,tfidf_logreg,uncertainty_al,50,0.4337,0.1327,0.5537,4.86,3,base yelp_polarity,tfidf_logreg,hybrid_al,100,0.3985,0.114,0.5267,9.92,3,base yelp_polarity,tfidf_logreg,random,50,0.3577,0.0137,0.533,4.76,3,base yelp_polarity,tfidf_logreg,hybrid_al,50,0.3534,0.0496,0.48,4.96,3,base yelp_polarity,tfidf_logreg,uncertainty_al,250,0.329,0.0144,0.4907,24.3,3,base yelp_polarity,tfidf_logreg,uncertainty_al,500,0.3276,0.0067,0.4753,48.6,3,base yelp_polarity,tfidf_logreg,hybrid_al,500,0.3221,0.0012,0.4727,49.6,3,base