MTEB-lite: named reference models (models.csv), per-task calibration (calibration.csv), eng (v2) + eng-super (v3 selection with 46 reference models)
ac198e3 verified | {"task": "MTOPDomainClassification", "type": "Classification", "main_score": "accuracy", "eval_split": "test", "hf_subsets": ["en"], "dataset": {"path": "mteb/mtop_domain", "revision": "d80d48c1eb48d3562165c59d59d0034df9fff0bf"}, "K": 100, "ids": ["t89", "t2560", "t3942", "t627", "t245", "t15", "t543", "t2476", "t550", "t810", "t588", "t1799", "t3532", "t2181", "t2498", "t2437", "t1278", "t3710", "t2995", "t3590", "t2811", "t1727", "t4365", "t305", "t3019", "t1146", "t1556", "t1779", "t369", "t2887", "t1205", "t589", "t1209", "t2134", "t4213", "t2732", "t561", "t562", "t280", "t1365", "t4151", "t2565", "t4058", "t2721", "t3619", "t1717", "t3592", "t189", "t1806", "t1019", "t4212", "t3835", "t328", "t2108", "t220", "t1456", "t3421", "t2471", "t3490", "t620", "t3147", "t3647", "t1580", "t2398", "t3291", "t1062", "t3944", "t3387", "t3394", "t1274", "t2850", "t1670", "t251", "t2914", "t3470", "t2965", "t3564", "t853", "t3427", "t2370", "t744", "t4084", "t951", "t1562", "t647", "t2479", "t1352", "t989", "t1106", "t884", "t726", "t1790", "t3692", "t405", "t677", "t1259", "t3955", "t2067", "t1922", "t4341"], "estimator": "weighted_mean", "calibration": {"a": 0.021271246770427108, "b": 0.9736354910656642, "n_fit": 27, "fit_r": 0.9981709050312381, "fit_resid_sd": 0.0057148522622465486}, "item_key": "acc", "benchmark": "MTEB(eng, v2)", "weights": [0.23800000000000004, 0.0009999999999999998, 0.003999999999999999, 0.0019999999999999996, 0.0019999999999999996, 0.025999999999999995, 0.032999999999999995, 0.0019999999999999996, 0.036, 0.002999999999999999, 0.03, 0.02, 0.0009999999999999998, 0.002999999999999999, 0.0019999999999999996, 0.0009999999999999998, 0.0009999999999999998, 0.005999999999999998, 0.004999999999999999, 0.006999999999999998, 0.019, 0.0009999999999999998, 0.0009999999999999998, 0.004999999999999999, 0.0009999999999999998, 0.007999999999999998, 0.044, 0.0009999999999999998, 0.0009999999999999998, 0.034999999999999996, 0.0009999999999999998, 0.02, 0.004999999999999999, 0.044, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.037, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.002999999999999999, 0.0019999999999999996, 0.006999999999999998, 0.0009999999999999998, 0.0019999999999999996, 0.0009999999999999998, 0.05899999999999999, 0.0019999999999999996, 0.011000000000000001, 0.0009999999999999998, 0.003999999999999999, 0.031, 0.0009999999999999998, 0.002999999999999999, 0.0009999999999999998, 0.016999999999999998, 0.002999999999999999, 0.004999999999999999, 0.0019999999999999996, 0.0019999999999999996, 0.0019999999999999996, 0.012, 0.036, 0.0009999999999999998, 0.0009999999999999998, 0.009, 0.0009999999999999998, 0.0009999999999999998, 0.002999999999999999, 0.002999999999999999, 0.0009999999999999998, 0.0009999999999999998, 0.004999999999999999, 0.003999999999999999, 0.004999999999999999, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.0009999999999999998, 0.0019999999999999996, 0.0009999999999999998, 0.0019999999999999996, 0.0009999999999999998, 0.0009999999999999998, 0.0019999999999999996, 0.009, 0.002999999999999999, 0.034999999999999996, 0.02, 0.0019999999999999996, 0.003999999999999999, 0.0009999999999999998, 0.002999999999999999, 0.0009999999999999998, 0.01, 0.0009999999999999998, 0.0009999999999999998], "groups": {"": {"train_rows": [42, 80, 88, 112, 127, 150, 157, 167, 205, 217, 223, 282, 284, 291, 300, 321, 327, 335, 362, 385, 391, 410, 411, 431, 449, 505, 538, 570, 576, 626, 634, 672, 698, 736, 783, 792, 800, 848, 850, 929, 962, 1034, 1035, 1063, 1081, 1087, 1088, 1110, 1115, 1122, 1146, 1147, 1189, 1210, 1228, 1229, 1231, 1270, 1293, 1357, 1378, 1389, 1402, 1411, 1423, 1425, 1459, 1486, 1510, 1517, 1546, 1547, 1579, 1604, 1617, 1637, 1651, 1669, 1677, 1697, 1709, 1725, 1730, 1732, 1746, 1748, 1795, 1821, 1829, 1923, 1950, 2015, 2028, 2036, 2052, 2061, 2074, 2095, 2111, 2157, 2170, 2181, 2188, 2192, 2214, 2216, 2222, 2249, 2332, 2338, 2339, 2352, 2362, 2386, 2394, 2414, 2432, 2442, 2443, 2447, 2458, 2508, 2531, 2548, 2558, 2581, 2616, 2640, 2675, 2693, 2702, 2708, 2732, 2792, 2799, 2800, 2803, 2871, 2882, 2886, 2899, 2900, 2918, 2927, 2940, 2944, 2955, 2964, 2974, 2987, 2995, 3011, 3049, 3096, 3101, 3107, 3114, 3147, 3170, 3174, 3204, 3207, 3223, 3226, 3227, 3233, 3260, 3264, 3282, 3285, 3297, 3316, 3319, 3338, 3349, 3358, 3383, 3389, 3402, 3405, 3419, 3425, 3436, 3439, 3461, 3480, 3485, 3493, 3500, 3509, 3552, 3564, 3596, 3604, 3607, 3610, 3635, 3648, 3654, 3677, 3733, 3771, 3772, 3773, 3800, 3827, 3838, 3886, 3891, 3893, 3904, 3923, 3931, 3938, 3944, 3947, 3959, 4086, 4090, 4108, 4109, 4119, 4146, 4216, 4225, 4237, 4243, 4294, 4313, 4325, 4327, 4351, 4352, 4362, 4421, 4481, 4485, 4492, 4510, 4555, 4584, 4590, 4613, 4616, 4630, 4711, 4720, 4727, 4732, 4737, 4740, 4788, 4789, 4832, 4847, 4873, 4874, 4903, 4920, 4928, 4989, 5004, 5040, 5057, 5140, 5162, 5231, 5285, 5292, 5342, 5358, 5372, 5382, 5398, 5415, 5418, 5419, 5425, 5429, 5437, 5438, 5487, 5516, 5530, 5556, 5573, 5576, 5644, 5678, 5681, 5687, 5711, 5725, 5732, 5786, 5842, 5853, 5857, 5861, 5865, 5868, 5869, 5873, 5898, 5908, 5919, 5938, 5958, 5986, 6010, 6038, 6101, 6114, 6117, 6145, 6150, 6183, 6226, 6244, 6253, 6257, 6259, 6264, 6383, 6450, 6453, 6472, 6481, 6529, 6550, 6554, 6566, 6580, 6596, 6600, 6628, 6641, 6646, 6648, 6675, 6682, 6690, 6719, 6723, 6756, 6765, 6780, 6818, 6822, 6861, 6864, 6880, 6889, 6890, 6895, 6916, 6921, 6938, 6988, 6994, 7013, 7016, 7018, 7024, 7042, 7047, 7053, 7071, 7116, 7140, 7145, 7181, 7187, 7190, 7199, 7227, 7253, 7254, 7300, 7326, 7373, 7376, 7399, 7402, 7412, 7415, 7429, 7438, 7459, 7493, 7496, 7533, 7561, 7574, 7579, 7614, 7676, 7684, 7685, 7697, 7699, 7720, 7727, 7740, 7773, 7787, 7854, 7857, 7862, 7876, 7900, 7901, 7903, 7919, 7930, 7931, 7986, 8011, 8076, 8096, 8098, 8109, 8112, 8120, 8121, 8134, 8139, 8140, 8157, 8159, 8217, 8225, 8245, 8249, 8307, 8335, 8351, 8362, 8372, 8382, 8385, 8388, 8403, 8423, 8439, 8486, 8502, 8517, 8525, 8537, 8547, 8580, 8621, 8623, 8632, 8672, 8712, 8720, 8722, 8732, 8735, 8751, 8756, 8805, 8811, 8821, 8840, 8857, 8868, 8893, 8898, 8910, 8947, 8964, 8979, 8991, 8993, 8994, 9025, 9055, 9059, 9062, 9076, 9096, 9144, 9152, 9190, 9205, 9209, 9232, 9239, 9243, 9262, 9281, 9300, 9316, 9337, 9341, 9377, 9383, 9429, 9469, 9477, 9478, 9493, 9507, 9508, 9527, 9530, 9533, 9538, 9565, 9590, 9591, 9611, 9629, 9632, 9633, 9665, 9673, 9674, 9698, 9729, 9742, 9756, 9778, 9794, 9872, 9886, 9894, 9899, 9908, 9910, 9924, 9936, 9944, 10012, 10029, 10078, 10091, 10096, 10111, 10118, 10123, 10135, 10137, 10140, 10148, 10165, 10181, 10202, 10232, 10254, 10255, 10267, 10307, 10351, 10359, 10380, 10427, 10440, 10447, 10478, 10484, 10549, 10594, 10687, 10697, 10751, 10757, 10764, 10766, 10771, 10795, 10802, 10808, 10818, 10820, 10831, 10863, 10872, 10888, 10891, 10911, 10914, 10927, 10937, 10942, 10959, 10967, 10972, 10985, 10988, 11007, 11029, 11032, 11033, 11066, 11078, 11080, 11088, 11105, 11115, 11163, 11169, 11175, 11187, 11202, 11280, 11282, 11293, 11313, 11324, 11344, 11388, 11400, 11405, 11408, 11409, 11410, 11416, 11418, 11420, 11452, 11471, 11486, 11523, 11531, 11538, 11547, 11563, 11575, 11588, 11602, 11608, 11611, 11623, 11629, 11639, 11688, 11710, 11711, 11769, 11835, 11838, 11868, 11895, 11948, 11981, 12015, 12030, 12046, 12047, 12054, 12058, 12067, 12069, 12081, 12116, 12122, 12150, 12158, 12165, 12223, 12243, 12265, 12266, 12269, 12291, 12303, 12315, 12344, 12361, 12389, 12397, 12427, 12437, 12438, 12460, 12465, 12467, 12515, 12518, 12533, 12565, 12594, 12608, 12644, 12656, 12692, 12725, 12748, 12796, 12805, 12845, 12853, 12867, 12892, 12901, 12941, 12966, 12985, 12987, 12992, 13013, 13032, 13037, 13076, 13080, 13124, 13128, 13134, 13140, 13171, 13218, 13227, 13231, 13249, 13286, 13289, 13291, 13298, 13338, 13356, 13357, 13409, 13418, 13431, 13451, 13493, 13514, 13521, 13530, 13546, 13553, 13616, 13632, 13651, 13666, 13685, 13691, 13698, 13706, 13767, 13797, 13865, 13870, 13874, 13889, 13897, 13899, 13900, 13910, 13928, 13932, 13934, 13963, 13987, 14004, 14006, 14022, 14026, 14054, 14066, 14150, 14184, 14225, 14228, 14240, 14267, 14280, 14284, 14288, 14291, 14302, 14317, 14329, 14337, 14349, 14383, 14410, 14411, 14417, 14437, 14444, 14453, 14508, 14530, 14570, 14582, 14622, 14623, 14668, 14674, 14701, 14704, 14706, 14708, 14740, 14750, 14753, 14777, 14803, 14811, 14820, 14836, 14847, 14852, 14863, 14899, 14943, 14952, 14964, 14971, 14974, 15014, 15032, 15036, 15037, 15045, 15144, 15163, 15192, 15201, 15204, 15218, 15225, 15233, 15234, 15237, 15249, 15261, 15270, 15288, 15291, 15293, 15295, 15312, 15314, 15322, 15331, 15378, 15381, 15386, 15390, 15395, 15409, 15440, 15449, 15467, 15479, 15510, 15535, 15539, 15562, 15611, 15620, 15623, 15632, 15654, 15657], "experiments": [[677, 330, 572, 589, 306, 793, 99, 143, 711, 820, 57, 617, 63, 5, 610, 178, 364, 42, 845, 341, 401, 418, 430, 257, 828, 843, 171, 161, 822, 22, 400, 155, 724, 176, 307, 286, 66, 781, 168, 351, 275, 467, 646, 45, 548, 533, 791, 489, 205, 705, 225, 756, 476, 252, 838, 800, 302, 695, 507, 4, 680, 277, 262, 13, 250, 412, 410, 2, 343, 62, 795, 314, 297, 332, 166, 433, 485, 667, 740, 279, 860, 648, 577, 272, 713, 414, 733, 82], [70, 782, 81, 242, 498, 660, 508, 706, 10, 202, 590, 132, 636, 551, 325, 734, 759, 207, 502, 419, 823, 136, 424, 748, 284, 349, 103, 377, 380, 396, 425, 314, 730, 555, 783, 753, 46, 692, 742, 808, 405, 366, 739, 367, 468, 672, 104, 710, 750, 112, 90, 512, 758, 292, 510, 6, 811, 355, 541, 482, 142, 751, 466, 470, 448, 688, 719, 794, 394, 635, 461, 439, 72, 182, 831, 232, 784, 402, 204, 801, 269, 487, 137, 721, 670, 129, 619, 735], [517, 522, 361, 55, 271, 146, 381, 724, 135, 503, 338, 223, 641, 565, 235, 25, 543, 723, 126, 700, 125, 812, 48, 423, 620, 289, 274, 29, 682, 35, 473, 832, 509, 630, 254, 796, 805, 134, 573, 809, 574, 821, 263, 105, 1, 768, 264, 154, 653, 298, 729, 452, 451, 172, 802, 834, 664, 536, 731, 120, 102, 852, 228, 851, 593, 149, 227, 363, 65, 640, 819, 657, 221, 51, 697, 529, 649, 373, 209, 813, 147, 614, 437, 506, 294, 616, 17, 403], [246, 553, 389, 239, 654, 732, 329, 644, 397, 562, 465, 679, 421, 741, 86, 604, 686, 717, 110, 575, 391, 92, 203, 59, 725, 32, 214, 634, 300, 779, 704, 765, 304, 486, 602, 388, 459, 481, 846, 747, 708, 436, 234, 585, 665, 426, 270, 661, 283, 693, 386, 624, 622, 629, 313, 290, 237, 56, 67, 858, 762, 611, 358, 266, 564, 406, 76, 113, 442, 295, 68, 789, 540, 75, 707, 546, 651, 584, 165, 413, 392, 177, 101, 547, 357, 469, 111, 265], [121, 458, 33, 497, 583, 87, 559, 124, 49, 780, 531, 255, 233, 452, 767, 378, 416, 464, 795, 299, 407, 83, 776, 566, 455, 334, 398, 429, 492, 117, 806, 606, 427, 191, 193, 755, 331, 266, 842, 39, 445, 167, 623, 399, 28, 139, 775, 687, 761, 128, 853, 44, 683, 829, 390, 650, 7, 769, 18, 248, 633, 50, 408, 88, 757, 446, 799, 596, 626, 655, 240, 722, 474, 350, 34, 0, 379, 480, 188, 261, 850, 484, 77, 491, 383, 754, 460, 618], [336, 671, 192, 184, 678, 27, 609, 472, 504, 208, 30, 215, 141, 537, 539, 133, 563, 372, 496, 212, 229, 9, 278, 595, 328, 210, 456, 736, 744, 675, 814, 676, 309, 61, 150, 662, 216, 749, 151, 857, 453, 244, 226, 530, 385, 285, 114, 817, 841, 293, 532, 554, 501, 605, 19, 352, 316, 201, 674, 621, 231, 544, 211, 632, 116, 273, 346, 320, 431, 312, 475, 534, 343, 89, 818, 16, 569, 157, 449, 440, 702, 365, 594, 774, 591, 24, 770, 415], [576, 376, 305, 404, 198, 599, 282, 12, 375, 668, 95, 752, 100, 640, 824, 514, 185, 552, 245, 702, 40, 699, 333, 318, 545, 152, 737, 37, 807, 833, 339, 586, 444, 712, 825, 288, 260, 14, 337, 411, 199, 174, 94, 786, 568, 428, 525, 803, 746, 138, 52, 637, 499, 175, 395, 71, 642, 119, 738, 615, 471, 588, 384, 785, 528, 91, 218, 580, 656, 382, 359, 156, 608, 570, 140, 241, 549, 417, 204, 97, 839, 206, 673, 145, 856, 698, 742, 558], [627, 190, 354, 619, 410, 701, 578, 348, 556, 792, 518, 645, 597, 197, 144, 347, 535, 763, 538, 163, 718, 189, 362, 324, 756, 848, 213, 773, 816, 714, 301, 370, 815, 54, 689, 3, 579, 703, 515, 422, 58, 181, 607, 108, 669, 127, 727, 393, 305, 438, 519, 8, 196, 613, 479, 490, 666, 311, 64, 308, 310, 73, 131, 859, 371, 335, 745, 709, 557, 26, 500, 162, 387, 170, 434, 542, 720, 728, 180, 173, 291, 760, 38, 287, 256, 23, 830, 122], [160, 582, 837, 258, 303, 511, 15, 179, 836, 441, 220, 84, 658, 788, 494, 628, 60, 164, 148, 601, 435, 684, 696, 847, 159, 571, 93, 183, 360, 109, 276, 520, 797, 716, 643, 368, 462, 581, 783, 118, 592, 495, 432, 787, 493, 827, 11, 663, 353, 268, 74, 454, 224, 13, 169, 281, 36, 219, 323, 21, 31, 638, 317, 69, 247, 187, 766, 587, 743, 327, 450, 356, 147, 186, 463, 374, 259, 78, 560, 810, 222, 625, 321, 41, 764, 772, 647, 342], [47, 344, 488, 326, 443, 612, 238, 340, 267, 804, 478, 399, 195, 527, 43, 322, 409, 280, 835, 844, 319, 600, 771, 603, 194, 777, 855, 53, 513, 20, 690, 683, 685, 123, 691, 80, 296, 483, 251, 79, 516, 715, 826, 200, 107, 217, 153, 230, 652, 253, 778, 639, 505, 243, 567, 726, 249, 85, 98, 447, 158, 457, 598, 694, 561, 130, 681, 524, 523, 420, 526, 315, 840, 790, 854, 96, 115, 659, 106, 849, 521, 798, 345, 550, 236, 477, 369, 631]]}}, "samples_per_label": 8, "n_experiments": 10, "undersampling_seed": 42, "logreg": {"random_state": 42, "max_iter": 100}} |