| analysis,family,label,estimate,lo,hi,q,estimate_cut,lo_cut,hi_cut,q_cut |
| phase2,table2.avg,mv.ot3,7.6299,5.1977,10.036,0.0008,9.0162,5.779,12.5913,0.0008 |
| phase2,table2.avg,mv.sft,-4.538,-6.6352,-2.458,0.0008,-4.1513,-6.6352,-1.6889,0.0008 |
| phase2,table2.avg,mv.sft-ot3,10.6528,8.2095,13.2328,0.0008,11.0364,8.0876,13.9099,0.0008 |
| phase2,table2.avg,mv.dpo,1.3147,-0.529,3.1616,0.1937,0.8222,-1.1531,3.0001,0.4802 |
| phase2,table2.avg,mv.dpo-ot3,0.4997,-1.5205,2.733,0.6445,0.3065,-1.6598,2.4719,0.7435 |
| phase2,table2.avg,fineweb.sft-ot3,-1.3387,-2.2852,-0.4684,0.0048,-1.4597,-2.2918,-0.5771,0.0021 |
| phase2,table2.avg,nemotron.sft-ot3,-2.1401,-3.1063,-1.2366,0.0008,-1.7135,-2.5707,-0.8864,0.0008 |
| phase2,table2.avg,comma.sft-ot3,-3.9872,-5.074,-2.9515,0.0008,-3.9347,-5.0134,-2.8968,0.0008 |
| phase2,table2.avg,smollm.sft-ot3,-3.7578,-5.0633,-2.4465,0.0008,-3.7824,-5.119,-2.4806,0.0008 |
| phase2,table2.avg,qwen25.sft-ot3,-0.705,-2.5849,1.2813,0.5362,-1.2625,-3.4524,0.9968,0.3294 |
| phase2,table2.avg,qwen3.sft-ot3,-17.2047,-18.75,-15.6574,0.0008,-17.5361,-19.5705,-15.5086,0.0008 |
| phase2,table2.m500,mv.ot3,23.2667,20.6,26.0667,0.0009,21.8351,18.2317,25.2033,0.0011 |
| phase2,table2.m500,mv.sft,-17.3333,-20.335,-14.3333,0.0009,-18.1185,-22.1864,-14.2857,0.0011 |
| phase2,table2.m500,mv.sft-ot3,41.8,38.4,45.2017,0.0009,41.928,37.6307,46.5767,0.0011 |
| phase2,table2.m500,mv.dpo,0.9333,-1.1333,3.0,0.4503,1.5099,-1.0453,4.0679,0.4063 |
| phase2,table2.m500,mv.dpo-ot3,4.2667,1.3333,7.2017,0.0071,1.9744,-1.7451,5.9233,0.4063 |
| phase2,table2.m500,fineweb.sft-ot3,-0.2,-0.735,0.4,0.6253,-0.0,-0.813,0.813,0.9985 |
| phase2,table2.m500,nemotron.sft-ot3,-1.5333,-2.3333,-0.7333,0.0009,-1.626,-2.9036,-0.4646,0.0138 |
| phase2,table2.m500,comma.sft-ot3,-0.3333,-1.2,0.5333,0.5506,-0.1161,-1.3937,1.0453,0.9985 |
| phase2,table2.m500,smollm.sft-ot3,-0.1333,-1.8683,1.7333,0.8685,0.3484,-2.2067,3.1359,0.9258 |
| phase2,table2.m500,qwen25.sft-ot3,23.9333,20.6,27.135,0.0009,25.6678,21.1382,30.0813,0.0011 |
| phase2,table2.m500,qwen3.sft-ot3,-13.8,-16.5333,-11.0,0.0009,-15.331,-19.6283,-11.3821,0.0011 |
| phase2,exclusion,with-ot3.avg,7.6299,5.1977,10.036,0.0008,9.0162,5.779,12.5913,0.0008 |
| phase2,exclusion,without-ot3.avg,1.6968,-0.1626,3.6156,0.0805,1.1838,-0.7414,3.1715,0.2465 |
| phase2,exclusion,difference.avg,5.9331,2.1781,9.8704,0.0018,7.8324,3.4722,12.0836,0.0018 |
| phase2,exclusion,with-ot3.m500,23.2667,20.3333,26.0,0.0008,21.8351,18.3479,25.6707,0.0008 |
| phase2,exclusion,without-ot3.m500,8.7333,6.0,11.6,0.0008,10.3368,6.6202,14.2886,0.0008 |
| phase2,exclusion,difference.m500,14.5333,10.8667,18.4,0.0008,11.4983,6.2689,16.8438,0.0008 |
| table4,table4.m500,MixtureVitae-1.7B | OpenThoughts3,41.8,38.4667,45.0683,0.0012,41.928,37.6307,46.4576,0.0014 |
| table4,table4.m500,MixtureVitae-1.7B | AceReason,38.0,34.5333,41.4,0.0012,38.676,34.2625,43.0923,0.0014 |
| table4,table4.m500,MixtureVitae-1.7B | Nemotron-Cascade,38.8667,35.6,42.0667,0.0012,38.4437,34.0302,42.5087,0.0014 |
| table4,table4.m500,MixtureVitae-1.7B | Superior-Reasoning,24.9333,21.7317,28.2,0.0012,26.597,22.5319,30.7782,0.0014 |
| table4,table4.m500,Comma0.1-1.7B | OpenThoughts3,-0.3333,-1.2,0.5333,0.6864,-0.1161,-1.3937,1.1614,0.9332 |
| table4,table4.m500,Comma0.1-1.7B | AceReason,0.1333,-0.7333,1.0667,0.9079,0.4646,-0.813,1.7422,0.6381 |
| table4,table4.m500,Comma0.1-1.7B | Nemotron-Cascade,0.9333,-0.1333,2.0,0.1223,1.626,0.3484,3.0226,0.05 |
| table4,table4.m500,Comma0.1-1.7B | Superior-Reasoning,0.0,-0.9333,0.8683,0.9855,0.4646,-0.813,1.7422,0.6381 |
| table4,table4.m500,FineWebEdu-1.7B | OpenThoughts3,-0.2,-0.8,0.4667,0.7981,0.0,-0.9292,0.813,1.0 |
| table4,table4.m500,FineWebEdu-1.7B | AceReason,1.1333,0.3333,1.9333,0.0056,1.0453,0.0,2.2067,0.0955 |
| table4,table4.m500,FineWebEdu-1.7B | Nemotron-Cascade,0.7333,-0.0,1.5333,0.1223,0.9292,-0.1161,1.9744,0.1592 |
| table4,table4.m500,FineWebEdu-1.7B | Superior-Reasoning,1.0,0.0667,1.9333,0.083,1.2776,0.1161,2.5552,0.093 |
| table4,table4.m500,NemotronHQ-1.7B | OpenThoughts3,-1.5333,-2.4,-0.7333,0.0012,-1.626,-3.0197,-0.4646,0.0188 |
| table4,table4.m500,NemotronHQ-1.7B | AceReason,-0.2,-1.2,0.8,0.8335,-0.5807,-1.8583,0.6969,0.5093 |
| table4,table4.m500,NemotronHQ-1.7B | Nemotron-Cascade,-0.2667,-1.2667,0.6667,0.7981,-0.2323,-1.7422,1.2776,0.9183 |
| table4,table4.m500,NemotronHQ-1.7B | Superior-Reasoning,-0.8,-1.6,0.0,0.0936,-0.813,-1.8612,0.3484,0.2623 |
| table4,table4.m500,SmolLM2-1.7B-16k-Base | OpenThoughts3,-0.1333,-1.9333,1.6,0.9079,0.3484,-2.2067,2.7875,0.9183 |
| table4,table4.m500,SmolLM2-1.7B-16k-Base | AceReason,5.8667,3.8667,8.0667,0.0012,7.2009,4.2973,10.2207,0.0014 |
| table4,table4.m500,SmolLM2-1.7B-16k-Base | Nemotron-Cascade,5.2667,3.2667,7.3333,0.0012,7.2009,4.1812,10.1045,0.0014 |
| table4,table4.m500,SmolLM2-1.7B-16k-Base | Superior-Reasoning,6.2667,4.2667,8.3333,0.0012,7.5494,4.7619,10.2207,0.0014 |
| factorial,front-loading,MV | 4096 | base,9.778,8.3915,11.1342,0.0005,10.4395,8.4617,12.8106,0.0005 |
| factorial,front-loading,Comma | 4096 | base,20.0751,18.1726,21.9878,0.0005,21.2555,18.8307,23.9402,0.0005 |
| factorial,front-loading,Nemotron | 4096 | base,18.2771,16.6286,20.0226,0.0005,18.9033,16.528,21.6714,0.0005 |
| factorial,front-loading,FineWeb-Edu | 4096 | base,18.6694,16.9793,20.6407,0.0005,20.509,17.806,23.2662,0.0005 |
| factorial,permissiveness,MV - Nemotron | 4096 | base,-5.0247,-6.9179,-3.0212,0.0008,-5.0073,-7.4986,-2.8003,0.0009 |
| factorial,permissiveness,MV - FineWeb-Edu | 4096 | base,-7.3539,-9.2746,-5.4893,0.0008,-8.526,-11.3049,-5.9581,0.0009 |
| factorial,permissiveness,Comma - Nemotron | 4096 | base,5.3564,3.5775,7.2041,0.0008,5.879,3.9482,8.0929,0.0009 |
| factorial,permissiveness,Comma - FineWeb-Edu | 4096 | base,3.0272,1.3328,4.7918,0.0008,2.3603,0.3486,4.2068,0.0367 |
| factorial,interaction,MV - non-permissive | 4096 | base,-8.6952,-10.5643,-6.8841,0.003,-9.2667,-11.8458,-7.0772,0.006 |
| factorial,interaction,Comma - non-permissive | 4096 | base,1.6019,-0.0574,3.3515,0.15,1.5494,-0.286,3.4554,0.5265 |
| factorial,front-loading,MV | 4096 | sft,11.843,10.1445,13.4259,0.0005,12.4993,9.9295,15.1154,0.0005 |
| factorial,front-loading,Comma | 4096 | sft,14.2939,12.9102,15.8213,0.0005,13.8649,12.5713,15.2311,0.0005 |
| factorial,front-loading,Nemotron | 4096 | sft,14.0794,12.6613,15.4836,0.0005,14.0324,12.7577,15.3425,0.0005 |
| factorial,front-loading,FineWeb-Edu | 4096 | sft,15.0377,13.708,16.4886,0.0005,14.5841,13.193,16.0997,0.0005 |
| factorial,permissiveness,MV - Nemotron | 4096 | sft,0.8409,-0.9584,2.5476,0.4043,2.3632,0.2124,4.591,0.0385 |
| factorial,permissiveness,MV - FineWeb-Edu | 4096 | sft,0.7132,-0.8892,2.288,0.4155,2.2828,0.3272,4.2293,0.0275 |
| factorial,permissiveness,Comma - Nemotron | 4096 | sft,3.5015,1.8413,5.2626,0.0008,3.3213,1.8998,4.7206,0.0009 |
| factorial,permissiveness,Comma - FineWeb-Edu | 4096 | sft,3.3738,1.6853,5.0537,0.0008,3.2408,1.6285,4.6945,0.0009 |
| factorial,interaction,MV - non-permissive | 4096 | sft,-2.7155,-4.5508,-1.0576,0.003,-1.809,-4.4248,0.5888,0.5265 |
| factorial,interaction,Comma - non-permissive | 4096 | sft,-0.2647,-1.9113,1.4393,0.8285,-0.4433,-2.0189,0.976,0.7887 |
| factorial,front-loading,MV | 4096 | dpo,12.3833,10.691,14.1183,0.0005,12.778,10.177,15.5179,0.0005 |
| factorial,front-loading,Comma | 4096 | dpo,15.2033,13.6106,16.8871,0.0005,14.6317,12.8269,16.6,0.0005 |
| factorial,front-loading,Nemotron | 4096 | dpo,14.7624,13.3776,16.2371,0.0005,14.442,13.1805,15.7189,0.0005 |
| factorial,front-loading,FineWeb-Edu | 4096 | dpo,15.3843,13.9101,16.8535,0.0005,14.8471,13.6433,16.0653,0.0005 |
| factorial,permissiveness,MV - Nemotron | 4096 | dpo,0.8308,-0.7947,2.5039,0.3551,2.0786,-0.0326,4.3869,0.0646 |
| factorial,permissiveness,MV - FineWeb-Edu | 4096 | dpo,1.2619,-0.5568,3.1264,0.2226,2.7873,0.7059,5.2148,0.0128 |
| factorial,permissiveness,Comma - Nemotron | 4096 | dpo,3.8862,2.2622,5.5803,0.0008,3.7116,1.9379,5.6794,0.0009 |
| factorial,permissiveness,Comma - FineWeb-Edu | 4096 | dpo,4.3172,2.6565,6.1021,0.0008,4.4203,2.7194,6.3507,0.0009 |
| factorial,interaction,MV - non-permissive | 4096 | dpo,-2.6901,-4.5703,-0.74,0.034,-1.8666,-4.5187,0.893,0.5265 |
| factorial,interaction,Comma - non-permissive | 4096 | dpo,0.1299,-1.6031,1.9425,0.8555,-0.0129,-1.8744,1.9441,0.9915 |
| factorial,front-loading,MV | 16384 | base,17.7261,16.1146,19.4235,0.0005,18.121,15.7457,20.6148,0.0005 |
| factorial,front-loading,Comma | 16384 | base,16.4766,14.7409,18.3295,0.0005,17.7997,15.3866,20.3044,0.0005 |
| factorial,front-loading,Nemotron | 16384 | base,18.6768,17.1351,20.3891,0.0005,19.8225,17.493,22.4049,0.0005 |
| factorial,front-loading,FineWeb-Edu | 16384 | base,17.7103,15.9559,19.4881,0.0005,17.6792,14.4149,20.6837,0.0005 |
| factorial,permissiveness,MV - Nemotron | 16384 | base,2.5767,0.8469,4.2742,0.0087,2.2461,-0.1252,4.47,0.0725 |
| factorial,permissiveness,MV - FineWeb-Edu | 16384 | base,3.0109,1.116,4.8618,0.0049,3.083,-0.041,6.3658,0.0646 |
| factorial,permissiveness,Comma - Nemotron | 16384 | base,1.0547,-0.7422,2.9628,0.3034,1.0699,-2.4952,4.3399,0.5715 |
| factorial,permissiveness,Comma - FineWeb-Edu | 16384 | base,1.4888,-0.1981,3.2114,0.0979,1.9069,-0.1669,4.1807,0.0757 |
| factorial,interaction,MV - non-permissive | 16384 | base,-0.4674,-2.3983,1.3271,0.7986,-0.6298,-2.8534,1.6983,0.7887 |
| factorial,interaction,Comma - non-permissive | 16384 | base,-1.7169,-3.5863,0.0774,0.15,-0.9511,-3.1622,1.2158,0.767 |
| factorial,front-loading,MV | 16384 | sft,15.0871,13.3214,16.917,0.0005,15.8282,12.6848,19.7292,0.0005 |
| factorial,front-loading,Comma | 16384 | sft,13.5476,12.0233,15.123,0.0005,14.3629,12.5007,16.6945,0.0005 |
| factorial,front-loading,Nemotron | 16384 | sft,13.9799,12.7299,15.2304,0.0005,14.6261,12.7696,16.7979,0.0005 |
| factorial,front-loading,FineWeb-Edu | 16384 | sft,14.5756,13.1766,16.0287,0.0005,14.0685,12.7639,15.3852,0.0005 |
| factorial,permissiveness,MV - Nemotron | 16384 | sft,4.5513,2.8025,6.4317,0.0008,4.6801,1.4917,8.8276,0.0026 |
| factorial,permissiveness,MV - FineWeb-Edu | 16384 | sft,4.3758,2.571,6.2316,0.0008,5.7848,2.6079,9.6737,0.0009 |
| factorial,permissiveness,Comma - Nemotron | 16384 | sft,3.1997,1.7287,4.6702,0.0008,2.9559,0.705,5.2267,0.0128 |
| factorial,permissiveness,Comma - FineWeb-Edu | 16384 | sft,3.0242,1.5478,4.4858,0.0008,4.0607,2.1316,6.3621,0.0009 |
| factorial,interaction,MV - non-permissive | 16384 | sft,0.8094,-1.1106,2.8382,0.6638,1.4808,-1.7681,5.3745,0.7887 |
| factorial,interaction,Comma - non-permissive | 16384 | sft,-0.7301,-2.4073,0.9111,0.6214,0.0156,-2.0724,2.2694,0.9915 |
| factorial,front-loading,MV | 16384 | dpo,15.2321,13.5378,17.0008,0.0005,16.3817,12.9525,20.3596,0.0005 |
| factorial,front-loading,Comma | 16384 | dpo,13.4245,11.883,14.9634,0.0005,14.1017,12.1992,16.2355,0.0005 |
| factorial,front-loading,Nemotron | 16384 | dpo,14.0494,12.683,15.425,0.0005,14.45,12.8543,16.1865,0.0005 |
| factorial,front-loading,FineWeb-Edu | 16384 | dpo,13.5759,12.1369,14.9942,0.0005,13.436,12.0908,14.7846,0.0005 |
| factorial,permissiveness,MV - Nemotron | 16384 | dpo,4.5323,2.5672,6.3673,0.0008,5.6716,2.0542,9.8134,0.0009 |
| factorial,permissiveness,MV - FineWeb-Edu | 16384 | dpo,5.1112,3.4361,6.8565,0.0008,6.7178,3.471,10.7427,0.0009 |
| factorial,permissiveness,Comma - Nemotron | 16384 | dpo,3.0022,1.5032,4.4148,0.0008,3.1189,1.6316,4.8115,0.0009 |
| factorial,permissiveness,Comma - FineWeb-Edu | 16384 | dpo,3.581,2.1984,5.0332,0.0008,4.1651,2.28,6.2343,0.0009 |
| factorial,interaction,MV - non-permissive | 16384 | dpo,1.4195,-0.6329,3.4685,0.329,2.4387,-1.1413,6.4555,0.5268 |
| factorial,interaction,Comma - non-permissive | 16384 | dpo,-0.3881,-2.0829,1.2978,0.7986,0.1587,-1.6923,2.1646,0.9915 |
| language,change.arc_challenge,mv | mv.base | mv.base4k,1.3652,-0.0853,2.901,0.1967,1.3793,-0.1724,2.8448,0.2399 |
| language,change.arc_easy,mv | mv.base | mv.base4k,0.5051,-0.4219,1.431,0.5209,0.4274,-0.5556,1.3248,0.6627 |
| language,change.boolq,mv | mv.base | mv.base4k,-0.948,-2.4159,0.4893,0.4081,-1.0157,-2.4938,0.4617,0.4049 |
| language,change.commonsense_qa,mv | mv.base | mv.base4k,-2.5389,-4.6683,-0.4095,0.0831,-2.7223,-5.8076,0.363,0.2306 |
| language,change.copa,mv | mv.base | mv.base4k,-4.0,-10.0,2.0,0.4668,-3.6364,-12.7273,5.4545,0.7497 |
| language,change.hellaswag,mv | mv.base | mv.base4k,-1.3742,-1.912,-0.8464,0.0071,-1.3856,-1.9139,-0.8573,0.0062 |
| language,change.mmlu,mv | mv.base | mv.base4k,-0.8759,-1.5242,-0.1709,0.0557,-0.8737,-1.5543,-0.1934,0.0464 |
| language,change.openbookqa,mv | mv.base | mv.base4k,-2.4,-4.6,-0.4,0.0871,-1.7751,-4.4379,0.5917,0.3928 |
| language,change.piqa,mv | mv.base | mv.base4k,-0.6529,-1.6866,0.3264,0.4081,-0.6031,-1.5899,0.4386,0.4725 |
| language,change.winogrande,mv | mv.base | mv.base4k,0.1579,-1.5785,1.9732,0.9207,0.16,-1.68,2.0,0.9895 |
| language,change.avg,mv | mv.base | mv.base4k,-0.8672,-1.5552,-0.1486,0.0416,-0.8021,-1.7072,0.1857,0.1395 |
| language,change.arc_challenge,mv | mv.sft | mv.base,-2.4744,-4.0956,-0.8532,0.0421,-2.5,-4.2241,-0.7759,0.0389 |
| language,change.arc_easy,mv | mv.sft | mv.base,-1.2205,-2.2306,-0.1263,0.0874,-1.1966,-2.265,-0.1709,0.0895 |
| language,change.boolq,mv | mv.sft | mv.base,0.3364,-1.0099,1.7431,0.7723,0.3693,-0.9849,1.7852,0.7563 |
| language,change.commonsense_qa,mv | mv.sft | mv.base,1.5561,-0.7371,3.9312,0.3989,3.6298,0.5399,7.078,0.1041 |
| language,change.copa,mv | mv.sft | mv.base,2.0,-3.0,7.0,0.6673,1.8182,-3.6364,9.0909,0.8689 |
| language,change.hellaswag,mv | mv.sft | mv.base,1.7626,1.2647,2.2804,0.0071,1.7743,1.236,2.3226,0.0062 |
| language,change.mmlu,mv | mv.sft | mv.base,0.8475,0.1139,1.5596,0.0781,0.8523,0.1502,1.5398,0.0832 |
| language,change.openbookqa,mv | mv.sft | mv.base,2.4,0.6,4.2,0.0421,2.3669,0.0,4.7337,0.186 |
| language,change.piqa,mv | mv.sft | mv.base,0.1088,-0.8161,1.0337,0.8873,0.0548,-0.8224,0.932,1.0 |
| language,change.winogrande,mv | mv.sft | mv.base,-0.4736,-2.6046,1.5785,0.7973,-0.48,-2.56,1.6,0.8337 |
| language,change.avg,mv | mv.sft | mv.base,0.495,-0.1181,1.1251,0.1665,0.6628,-0.0825,1.4056,0.1192 |
| language,change.arc_challenge,mv | mv.dpo | mv.sft,0.0,-0.4266,0.4266,1.0,0.0,-0.431,0.431,1.0 |
| language,change.arc_easy,mv | mv.dpo | mv.sft,0.3367,0.0842,0.6313,0.0371,0.3419,0.0855,0.641,0.0429 |
| language,change.boolq,mv | mv.dpo | mv.sft,-0.0612,-0.2446,0.1223,0.7407,-0.0616,-0.2462,0.1231,0.7563 |
| language,change.commonsense_qa,mv | mv.dpo | mv.sft,-0.0819,-0.2457,0.0,0.8207,0.0,0.0,0.0,1.0 |
| language,change.copa,mv | mv.dpo | mv.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.hellaswag,mv | mv.dpo | mv.sft,0.1295,0.0398,0.2191,0.0421,0.1296,0.0399,0.2293,0.0275 |
| language,change.mmlu,mv | mv.dpo | mv.sft,0.0855,-0.0356,0.2065,0.395,0.0716,-0.0501,0.2005,0.4993 |
| language,change.openbookqa,mv | mv.dpo | mv.sft,0.2,0.0,0.6,0.8207,0.2959,0.0,0.8876,0.8689 |
| language,change.piqa,mv | mv.dpo | mv.sft,-0.0544,-0.272,0.1088,0.8415,-0.0548,-0.2741,0.1096,0.8689 |
| language,change.winogrande,mv | mv.dpo | mv.sft,-0.0789,-0.3157,0.1579,0.8574,-0.08,-0.4,0.16,0.8689 |
| language,change.avg,mv | mv.dpo | mv.sft,0.0608,-0.0086,0.1306,0.1523,0.0761,-0.0027,0.1608,0.1089 |
| language,change.arc_challenge,mv | mv.ot3 | mv.base,0.8532,-0.4266,2.1331,0.395,0.8621,-0.431,2.0711,0.4049 |
| language,change.arc_easy,mv | mv.ot3 | mv.base,-0.5471,-1.2626,0.1684,0.3261,-0.4701,-1.1976,0.2564,0.4343 |
| language,change.boolq,mv | mv.ot3 | mv.base,1.9266,0.8869,2.9969,0.0165,1.9083,0.9234,2.9548,0.0062 |
| language,change.commonsense_qa,mv | mv.ot3 | mv.base,0.3276,-1.1466,1.9656,0.8207,-0.726,-3.0853,1.8149,0.7563 |
| language,change.copa,mv | mv.ot3 | mv.base,2.0,0.0,5.0,0.4723,3.6364,0.0,9.0909,0.4733 |
| language,change.hellaswag,mv | mv.ot3 | mv.base,0.956,0.5676,1.3543,0.0071,0.9669,0.5582,1.3756,0.0062 |
| language,change.mmlu,mv | mv.ot3 | mv.base,0.2065,-0.3846,0.7691,0.6598,0.1934,-0.3581,0.752,0.7174 |
| language,change.openbookqa,mv | mv.ot3 | mv.base,1.4,0.0,2.8,0.186,1.4793,-0.2959,3.5503,0.3368 |
| language,change.piqa,mv | mv.ot3 | mv.base,0.3808,-0.3808,1.197,0.5546,0.3289,-0.4386,1.0965,0.685 |
| language,change.winogrande,mv | mv.ot3 | mv.base,0.7103,-0.5525,1.9732,0.5209,0.72,-0.56,2.08,0.5059 |
| language,change.avg,mv | mv.ot3 | mv.base,0.685,0.3033,1.0982,0.0045,0.7473,0.178,1.3369,0.0585 |
| language,change.arc_challenge,mv | mv.sft-ot3 | mv.sft,0.1706,-0.8532,1.1945,0.8873,0.1724,-0.8621,1.2931,0.8689 |
| language,change.arc_easy,mv | mv.sft-ot3 | mv.sft,0.0842,-0.5892,0.7576,0.9207,0.1282,-0.5556,0.7692,0.859 |
| language,change.boolq,mv | mv.sft-ot3 | mv.sft,0.581,-0.367,1.5596,0.4287,0.6156,-0.4001,1.5697,0.4343 |
| language,change.commonsense_qa,mv | mv.sft-ot3 | mv.sft,-0.7371,-2.2113,0.819,0.586,-0.726,-2.9038,1.2704,0.7497 |
| language,change.copa,mv | mv.sft-ot3 | mv.sft,2.0,-2.0,6.0,0.6598,1.8182,0.0,5.4545,0.859 |
| language,change.hellaswag,mv | mv.sft-ot3 | mv.sft,0.3585,0.0597,0.6772,0.0781,0.3589,0.0598,0.6778,0.0684 |
| language,change.mmlu,mv | mv.sft-ot3 | mv.sft,-0.6196,-1.1895,-0.0712,0.0975,-0.6374,-1.1962,-0.1074,0.0846 |
| language,change.openbookqa,mv | mv.sft-ot3 | mv.sft,0.2,-0.6,1.0,0.8873,0.0,-1.1834,1.1834,1.0 |
| language,change.piqa,mv | mv.sft-ot3 | mv.sft,0.272,-0.4897,0.9793,0.6628,0.2741,-0.4934,0.9868,0.7212 |
| language,change.winogrande,mv | mv.sft-ot3 | mv.sft,1.1839,-0.0789,2.6835,0.2323,1.2,-0.24,2.72,0.2692 |
| language,change.avg,mv | mv.sft-ot3 | mv.sft,0.2259,-0.2283,0.6612,0.3435,0.1995,-0.2102,0.6787,0.4247 |
| language,change.arc_challenge,mv | mv.dpo-ot3 | mv.dpo,0.5119,-0.5973,1.5358,0.5861,0.5172,-0.5172,1.6379,0.5772 |
| language,change.arc_easy,mv | mv.dpo-ot3 | mv.dpo,-0.5471,-1.2205,0.1684,0.2793,-0.5128,-1.1966,0.1709,0.3368 |
| language,change.boolq,mv | mv.dpo-ot3 | mv.dpo,0.4281,-0.4893,1.3761,0.5768,0.4617,-0.554,1.4158,0.5885 |
| language,change.commonsense_qa,mv | mv.dpo-ot3 | mv.dpo,0.0819,-1.3104,1.5561,0.9619,-0.363,-2.5408,1.8149,0.8689 |
| language,change.copa,mv | mv.dpo-ot3 | mv.dpo,2.0,-2.0,6.0,0.6598,1.8182,0.0,5.4545,0.859 |
| language,change.hellaswag,mv | mv.dpo-ot3 | mv.dpo,0.4481,0.1494,0.7571,0.0421,0.4486,0.1495,0.7476,0.0389 |
| language,change.mmlu,mv | mv.dpo-ot3 | mv.dpo,-0.6765,-1.232,-0.1424,0.0495,-0.6732,-1.2103,-0.1504,0.0684 |
| language,change.openbookqa,mv | mv.dpo-ot3 | mv.dpo,-0.6,-1.6,0.4,0.5209,-1.1834,-2.6627,0.2959,0.3368 |
| language,change.piqa,mv | mv.dpo-ot3 | mv.dpo,0.5985,-0.1088,1.2514,0.2668,0.6031,-0.0548,1.3158,0.2438 |
| language,change.winogrande,mv | mv.dpo-ot3 | mv.dpo,1.4996,0.2368,2.9992,0.0913,1.52,0.16,3.04,0.1172 |
| language,change.avg,mv | mv.dpo-ot3 | mv.dpo,0.2257,-0.2408,0.6702,0.3435,0.125,-0.2825,0.6053,0.5815 |
| language,change.arc_challenge,mv | mv.dpo | mv.base,-2.4744,-4.0956,-0.8532,0.0315,-2.5,-4.1379,-0.8621,0.0389 |
| language,change.arc_easy,mv | mv.dpo | mv.base,-0.8838,-1.8939,0.1684,0.2668,-0.8547,-1.8803,0.172,0.2722 |
| language,change.boolq,mv | mv.dpo | mv.base,0.2752,-1.0703,1.682,0.8135,0.3078,-1.0773,1.7236,0.8337 |
| language,change.commonsense_qa,mv | mv.dpo | mv.base,1.4742,-0.819,3.8493,0.4113,3.6298,0.5399,7.078,0.1041 |
| language,change.copa,mv | mv.dpo | mv.base,2.0,-3.0,7.0,0.6673,1.8182,-3.6364,9.0909,0.8689 |
| language,change.hellaswag,mv | mv.dpo | mv.base,1.8921,1.3842,2.4099,0.0071,1.9039,1.3557,2.4322,0.0062 |
| language,change.mmlu,mv | mv.dpo | mv.base,0.9329,0.1994,1.6451,0.0557,0.9239,0.222,1.6114,0.0632 |
| language,change.openbookqa,mv | mv.dpo | mv.base,2.6,0.6,4.4,0.0421,2.6627,0.2885,5.0296,0.147 |
| language,change.piqa,mv | mv.dpo | mv.base,0.0544,-0.8719,1.0337,0.9619,0.0,-0.932,0.8772,1.0 |
| language,change.winogrande,mv | mv.dpo | mv.base,-0.5525,-2.6066,1.4996,0.7407,-0.56,-2.64,1.442,0.7877 |
| language,change.avg,mv | mv.dpo | mv.base,0.5558,-0.0731,1.1778,0.1523,0.7388,-0.002,1.49,0.1089 |
| language,change.arc_challenge,mv | mv.sft-ot3 | mv.base,-2.3038,-3.9249,-0.6826,0.0419,-2.3276,-3.9655,-0.6034,0.0389 |
| language,change.arc_easy,mv | mv.sft-ot3 | mv.base,-1.1364,-2.1886,-0.0842,0.115,-1.0684,-2.1368,0.0427,0.1856 |
| language,change.boolq,mv | mv.sft-ot3 | mv.base,0.9174,-0.4893,2.3853,0.4113,0.9849,-0.4925,2.4315,0.3991 |
| language,change.commonsense_qa,mv | mv.sft-ot3 | mv.base,0.819,-1.3923,3.1122,0.6628,2.9038,-0.1815,5.9891,0.1856 |
| language,change.copa,mv | mv.sft-ot3 | mv.base,4.0,0.0,9.0,0.3047,3.6364,-3.6364,10.9091,0.6627 |
| language,change.hellaswag,mv | mv.sft-ot3 | mv.base,2.1211,1.6132,2.629,0.0071,2.1332,1.5949,2.6715,0.0062 |
| language,change.mmlu,mv | mv.sft-ot3 | mv.base,0.2279,-0.5058,0.9687,0.7048,0.2149,-0.5658,0.8952,0.7497 |
| language,change.openbookqa,mv | mv.sft-ot3 | mv.base,2.6,0.8,4.4,0.0421,2.3669,0.2959,4.4379,0.1357 |
| language,change.piqa,mv | mv.sft-ot3 | mv.base,0.3808,-0.5985,1.3602,0.6598,0.3289,-0.6031,1.261,0.7497 |
| language,change.winogrande,mv | mv.sft-ot3 | mv.base,0.7103,-1.3437,2.6835,0.6628,0.72,-1.28,2.8,0.7174 |
| language,change.avg,mv | mv.sft-ot3 | mv.base,0.7208,0.1233,1.3524,0.0416,0.8623,0.0377,1.6332,0.1089 |
| language,change.arc_challenge,mv | mv.dpo-ot3 | mv.base,-1.9625,-3.5836,-0.3413,0.0557,-1.9828,-3.6207,-0.3448,0.1041 |
| language,change.arc_easy,mv | mv.dpo-ot3 | mv.base,-1.431,-2.4411,-0.4209,0.0421,-1.3675,-2.4359,-0.2564,0.0684 |
| language,change.boolq,mv | mv.dpo-ot3 | mv.base,0.7034,-0.7034,2.2324,0.5689,0.7695,-0.7087,2.2161,0.5283 |
| language,change.commonsense_qa,mv | mv.dpo-ot3 | mv.base,1.5561,-0.6552,3.7674,0.395,3.2668,0.1815,6.5336,0.1455 |
| language,change.copa,mv | mv.dpo-ot3 | mv.base,4.0,0.0,9.0,0.3047,3.6364,-3.6364,10.9091,0.6627 |
| language,change.hellaswag,mv | mv.dpo-ot3 | mv.base,2.3402,1.8124,2.858,0.0071,2.3525,1.8142,2.8808,0.0062 |
| language,change.mmlu,mv | mv.dpo-ot3 | mv.base,0.2564,-0.4914,0.9756,0.6628,0.2507,-0.5228,0.931,0.7174 |
| language,change.openbookqa,mv | mv.dpo-ot3 | mv.base,2.0,0.2,3.8,0.1287,1.4793,-0.5917,3.5503,0.4144 |
| language,change.piqa,mv | mv.dpo-ot3 | mv.base,0.6529,-0.3264,1.6322,0.395,0.6031,-0.3838,1.5351,0.4725 |
| language,change.winogrande,mv | mv.dpo-ot3 | mv.base,0.9471,-1.1839,2.9203,0.586,0.96,-1.12,3.12,0.5979 |
| language,change.avg,mv | mv.dpo-ot3 | mv.base,0.7815,0.189,1.4113,0.0416,0.8638,0.0458,1.6337,0.1089 |
| language,change.arc_challenge,comma | comma.base | comma.base4k,3.4983,1.3652,5.5461,0.0053,3.4483,1.2931,5.5172,0.0021 |
| language,change.arc_easy,comma | comma.base | comma.base4k,5.0084,3.6185,6.4815,0.0019,5.0855,3.6752,6.5812,0.0021 |
| language,change.boolq,comma | comma.base | comma.base4k,0.7339,-0.6422,2.263,0.5194,0.8002,-0.7079,2.2776,0.4332 |
| language,change.commonsense_qa,comma | comma.base | comma.base4k,2.3751,-0.2457,4.914,0.2085,2.5408,-1.2704,6.1706,0.3477 |
| language,change.copa,comma | comma.base | comma.base4k,6.0,1.0,12.0,0.0947,1.8182,-3.6364,9.0909,0.9068 |
| language,change.hellaswag,comma | comma.base | comma.base4k,-1.0058,-1.5236,-0.478,0.0019,-1.0068,-1.5052,-0.4685,0.0021 |
| language,change.mmlu,comma | comma.base | comma.base4k,0.2564,-0.5986,1.1181,0.8017,0.2865,-0.5586,1.1101,0.7102 |
| language,change.openbookqa,comma | comma.base | comma.base4k,0.8,-1.0,2.8,0.6607,0.0,-2.3669,2.3669,1.0 |
| language,change.piqa,comma | comma.base | comma.base4k,0.6529,-0.4353,1.6866,0.4425,0.6579,-0.3289,1.6447,0.3512 |
| language,change.winogrande,comma | comma.base | comma.base4k,1.5785,-0.3946,3.5517,0.2505,1.6,-0.32,3.6,0.2209 |
| language,change.avg,comma | comma.base | comma.base4k,2.0523,1.3802,2.7583,0.002,1.6281,0.8609,2.4141,0.002 |
| language,change.arc_challenge,comma | comma.sft | comma.base,-4.0102,-5.8874,-2.2163,0.0019,-3.7931,-5.6897,-1.8966,0.0021 |
| language,change.arc_easy,comma | comma.sft | comma.base,-4.4192,-5.725,-3.1145,0.0019,-4.4444,-5.6838,-3.1624,0.0021 |
| language,change.boolq,comma | comma.sft | comma.base,2.844,1.2538,4.4343,0.0019,2.7701,1.1388,4.2475,0.0092 |
| language,change.commonsense_qa,comma | comma.sft | comma.base,-2.2113,-4.9161,0.5733,0.2505,-0.1815,-4.1742,3.6298,1.0 |
| language,change.copa,comma | comma.sft | comma.base,-3.0,-8.0,2.0,0.5637,-5.4545,-14.5455,1.8182,0.4056 |
| language,change.hellaswag,comma | comma.sft | comma.base,0.8464,0.4083,1.2746,0.0019,0.8473,0.3987,1.2859,0.0021 |
| language,change.mmlu,comma | comma.sft | comma.base,-0.0641,-0.7622,0.6765,0.984,-0.1003,-0.8381,0.5876,0.9068 |
| language,change.openbookqa,comma | comma.sft | comma.base,0.2,-1.605,2.0,0.984,1.7751,-0.2959,3.8536,0.2152 |
| language,change.piqa,comma | comma.sft | comma.base,-0.3264,-1.197,0.5441,0.7223,-0.3838,-1.261,0.4386,0.5599 |
| language,change.winogrande,comma | comma.sft | comma.base,0.4736,-1.2628,2.2099,0.8181,0.48,-1.44,2.32,0.8149 |
| language,change.avg,comma | comma.sft | comma.base,-0.9529,-1.585,-0.2909,0.005,-0.8455,-1.704,0.0428,0.0807 |
| language,change.arc_challenge,comma | comma.dpo | comma.sft,0.1706,-0.256,0.5973,0.7427,0.1724,-0.2586,0.6034,0.727 |
| language,change.arc_easy,comma | comma.dpo | comma.sft,0.2104,-0.0421,0.463,0.2331,0.2137,0.0,0.4701,0.2152 |
| language,change.boolq,comma | comma.dpo | comma.sft,0.3976,0.0917,0.7034,0.0258,0.4001,0.1231,0.7079,0.0279 |
| language,change.commonsense_qa,comma | comma.dpo | comma.sft,-0.0819,-0.5733,0.4095,0.984,0.0,-0.9074,0.9074,1.0 |
| language,change.copa,comma | comma.dpo | comma.sft,1.0,0.0,3.0,0.9604,0.0,0.0,0.0,1.0 |
| language,change.hellaswag,comma | comma.dpo | comma.sft,0.1992,0.0797,0.3187,0.0019,0.1994,0.0897,0.309,0.0021 |
| language,change.mmlu,comma | comma.dpo | comma.sft,0.0142,-0.0856,0.1211,0.9604,0.0215,-0.0788,0.1291,0.9068 |
| language,change.openbookqa,comma | comma.dpo | comma.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.piqa,comma | comma.dpo | comma.sft,0.0,-0.1632,0.1632,1.0,0.0,-0.1645,0.1645,1.0 |
| language,change.winogrande,comma | comma.dpo | comma.sft,0.1579,0.0,0.3946,0.415,0.16,0.0,0.4,0.4062 |
| language,change.avg,comma | comma.dpo | comma.sft,0.1986,0.0441,0.424,0.0072,0.1167,0.02,0.2183,0.0296 |
| language,change.arc_challenge,comma | comma.sft-ot3 | comma.sft,2.3038,0.5973,4.0102,0.0316,2.2414,0.431,3.9655,0.0426 |
| language,change.arc_easy,comma | comma.sft-ot3 | comma.sft,2.7357,1.6824,3.83,0.0019,2.7778,1.7521,3.8045,0.0021 |
| language,change.boolq,comma | comma.sft-ot3 | comma.sft,-0.6422,-1.8349,0.581,0.5192,-0.6464,-1.8775,0.6464,0.5302 |
| language,change.commonsense_qa,comma | comma.sft-ot3 | comma.sft,1.0647,-1.4742,3.6855,0.6485,1.0889,-2.7223,5.0817,0.799 |
| language,change.copa,comma | comma.sft-ot3 | comma.sft,-2.0,-6.0,2.0,0.6376,-3.6364,-9.0909,0.0,0.4332 |
| language,change.hellaswag,comma | comma.sft-ot3 | comma.sft,0.4382,-0.0398,0.8863,0.1674,0.4386,-0.0199,0.8675,0.1725 |
| language,change.mmlu,comma | comma.sft-ot3 | comma.sft,0.8403,-0.05,1.702,0.1771,0.8308,-0.036,1.7332,0.1626 |
| language,change.openbookqa,comma | comma.sft-ot3 | comma.sft,0.2,-1.8,2.2,0.984,-1.7751,-4.142,0.5917,0.3247 |
| language,change.piqa,comma | comma.sft-ot3 | comma.sft,-0.1088,-1.0337,0.7617,0.9604,-0.1096,-0.9868,0.8772,1.0 |
| language,change.winogrande,comma | comma.sft-ot3 | comma.sft,-0.3946,-1.9751,1.1839,0.8385,-0.56,-2.08,1.04,0.7102 |
| language,change.avg,comma | comma.sft-ot3 | comma.sft,0.1564,-0.4228,0.7064,0.6125,-0.1879,-0.8811,0.4288,0.5895 |
| language,change.arc_challenge,comma | comma.dpo-ot3 | comma.dpo,0.1706,-1.5358,1.7065,0.984,-0.0862,-1.7241,1.5517,1.0 |
| language,change.arc_easy,comma | comma.dpo-ot3 | comma.dpo,1.8939,0.8418,2.9882,0.0019,1.8803,0.812,2.9487,0.0057 |
| language,change.boolq,comma | comma.dpo-ot3 | comma.dpo,-2.1101,-3.5168,-0.7034,0.0053,-2.1237,-3.5396,-0.6771,0.0158 |
| language,change.commonsense_qa,comma | comma.dpo-ot3 | comma.dpo,1.5561,-1.2285,4.2588,0.4995,1.4519,-2.5454,5.6261,0.7209 |
| language,change.copa,comma | comma.dpo-ot3 | comma.dpo,-1.0,-6.0,4.0,0.984,0.0,-7.2727,7.2727,1.0 |
| language,change.hellaswag,comma | comma.dpo-ot3 | comma.dpo,-2.4198,-2.9377,-1.9219,0.0019,-2.4123,-2.9506,-1.9039,0.0021 |
| language,change.mmlu,comma | comma.dpo-ot3 | comma.dpo,0.7762,-0.1852,1.7239,0.2331,0.8093,-0.1721,1.7333,0.2132 |
| language,change.openbookqa,comma | comma.dpo-ot3 | comma.dpo,-0.2,-2.2,1.8,0.984,-1.4793,-3.8462,0.5917,0.4056 |
| language,change.piqa,comma | comma.dpo-ot3 | comma.dpo,-1.3602,-2.3953,-0.3808,0.0316,-1.3158,-2.3575,-0.2193,0.044 |
| language,change.winogrande,comma | comma.dpo-ot3 | comma.dpo,-2.6046,-4.4988,-0.7893,0.0279,-2.64,-4.402,-0.8,0.0258 |
| language,change.avg,comma | comma.dpo-ot3 | comma.dpo,-1.1361,-1.7853,-0.4734,0.004,-1.1923,-2.0053,-0.3782,0.0173 |
| language,change.arc_challenge,comma | comma.dpo | comma.base,-3.8396,-5.7167,-1.9625,0.0019,-3.6207,-5.5172,-1.7241,0.0021 |
| language,change.arc_easy,comma | comma.dpo | comma.base,-4.2088,-5.5556,-2.904,0.0019,-4.2308,-5.4701,-2.9487,0.0021 |
| language,change.boolq,comma | comma.dpo | comma.base,3.2416,1.682,4.8318,0.0019,3.1702,1.6005,4.6168,0.0057 |
| language,change.commonsense_qa,comma | comma.dpo | comma.base,-2.2932,-5.0778,0.4115,0.2331,-0.1815,-3.9927,3.4483,1.0 |
| language,change.copa,comma | comma.dpo | comma.base,-2.0,-7.0,3.0,0.7427,-5.4545,-14.5455,1.8182,0.4056 |
| language,change.hellaswag,comma | comma.dpo | comma.base,1.0456,0.5975,1.4539,0.0019,1.0467,0.5981,1.4852,0.0021 |
| language,change.mmlu,comma | comma.dpo | comma.base,-0.0499,-0.7478,0.6838,0.984,-0.0788,-0.8309,0.6231,0.9451 |
| language,change.openbookqa,comma | comma.dpo | comma.base,0.2,-1.605,2.0,0.984,1.7751,-0.2959,3.8536,0.2152 |
| language,change.piqa,comma | comma.dpo | comma.base,-0.3264,-1.1983,0.5441,0.7102,-0.3838,-1.261,0.4934,0.5581 |
| language,change.winogrande,comma | comma.dpo | comma.base,0.6314,-1.028,2.3678,0.7102,0.64,-1.2,2.56,0.7233 |
| language,change.avg,comma | comma.dpo | comma.base,-0.7543,-1.3682,-0.1301,0.0177,-0.7288,-1.5982,0.1452,0.116 |
| language,change.arc_challenge,comma | comma.sft-ot3 | comma.base,-1.7065,-3.5836,0.0,0.1471,-1.5517,-3.3642,0.2586,0.2152 |
| language,change.arc_easy,comma | comma.sft-ot3 | comma.base,-1.6835,-2.904,-0.5892,0.0081,-1.6667,-2.8205,-0.5556,0.0179 |
| language,change.boolq,comma | comma.sft-ot3 | comma.base,2.2018,0.6728,3.6697,0.0081,2.1237,0.584,3.7242,0.0204 |
| language,change.commonsense_qa,comma | comma.sft-ot3 | comma.base,-1.1466,-3.6036,1.3104,0.5396,0.9074,-2.5408,4.1742,0.8149 |
| language,change.copa,comma | comma.sft-ot3 | comma.base,-5.0,-11.0,0.0,0.1771,-9.0909,-16.3636,-1.8182,0.0298 |
| language,change.hellaswag,comma | comma.sft-ot3 | comma.base,1.2846,0.7469,1.8124,0.0019,1.2859,0.7675,1.8142,0.0021 |
| language,change.mmlu,comma | comma.sft-ot3 | comma.base,0.7762,-0.0926,1.6522,0.1771,0.7305,-0.1363,1.5543,0.2152 |
| language,change.openbookqa,comma | comma.sft-ot3 | comma.base,0.4,-1.6,2.2,0.9527,0.0,-2.3669,2.3669,1.0 |
| language,change.piqa,comma | comma.sft-ot3 | comma.base,-0.4353,-1.5234,0.5985,0.6461,-0.4934,-1.5899,0.5482,0.5599 |
| language,change.winogrande,comma | comma.sft-ot3 | comma.base,0.0789,-1.8942,1.9732,0.984,-0.08,-2.08,1.76,1.0 |
| language,change.avg,comma | comma.sft-ot3 | comma.base,-0.7966,-1.4481,-0.1758,0.01,-1.0334,-1.9259,-0.1942,0.027 |
| language,change.arc_challenge,comma | comma.dpo-ot3 | comma.base,-3.6689,-5.5461,-1.7918,0.0019,-3.7069,-5.6034,-1.7241,0.0021 |
| language,change.arc_easy,comma | comma.dpo-ot3 | comma.base,-2.3148,-3.6616,-1.0101,0.0019,-2.3504,-3.6325,-1.0256,0.0021 |
| language,change.boolq,comma | comma.dpo-ot3 | comma.base,1.1315,-0.367,2.6911,0.2684,1.0465,-0.4925,2.5854,0.3188 |
| language,change.commonsense_qa,comma | comma.dpo-ot3 | comma.base,-0.7371,-3.8493,2.2113,0.8379,1.2704,-3.0853,5.2632,0.7914 |
| language,change.copa,comma | comma.dpo-ot3 | comma.base,-3.0,-8.0,1.0,0.4442,-5.4545,-12.7273,0.0,0.2152 |
| language,change.hellaswag,comma | comma.dpo-ot3 | comma.base,-1.3742,-1.9518,-0.8365,0.0019,-1.3656,-1.9338,-0.8171,0.0021 |
| language,change.mmlu,comma | comma.dpo-ot3 | comma.base,0.7264,-0.1852,1.6095,0.2331,0.7305,-0.1506,1.5758,0.2152 |
| language,change.openbookqa,comma | comma.dpo-ot3 | comma.base,0.0,-2.0,2.2,1.0,0.2959,-2.071,2.6627,1.0 |
| language,change.piqa,comma | comma.dpo-ot3 | comma.base,-1.6866,-2.8836,-0.4897,0.0204,-1.6996,-2.8509,-0.5482,0.0179 |
| language,change.winogrande,comma | comma.dpo-ot3 | comma.base,-1.9732,-4.1042,0.2368,0.1771,-2.0,-4.08,0.08,0.1626 |
| language,change.avg,comma | comma.dpo-ot3 | comma.base,-1.8905,-2.5521,-1.2794,0.002,-1.9211,-2.7378,-1.1576,0.002 |
| language,change.arc_challenge,nemotron | nemotron.base | nemotron.base4k,0.0,-1.4505,1.3652,1.0,-0.0862,-1.5517,1.3793,1.0 |
| language,change.arc_easy,nemotron | nemotron.base | nemotron.base4k,0.1684,-0.7155,0.968,0.9807,0.0855,-0.7692,0.8547,1.0 |
| language,change.boolq,nemotron | nemotron.base | nemotron.base4k,0.4893,-0.7347,1.7439,0.7911,0.5848,-0.6464,1.8159,0.6988 |
| language,change.commonsense_qa,nemotron | nemotron.base | nemotron.base4k,4.1769,1.8018,6.7179,0.006,5.0817,1.6334,8.5299,0.026 |
| language,change.copa,nemotron | nemotron.base | nemotron.base4k,-3.0,-7.0,0.0,0.2599,-5.4545,-12.7273,0.0,0.2432 |
| language,change.hellaswag,nemotron | nemotron.base | nemotron.base4k,-1.5136,-1.9618,-1.0852,0.0024,-1.5052,-1.9637,-1.0865,0.0028 |
| language,change.mmlu,nemotron | nemotron.base | nemotron.base4k,0.2564,-0.4629,0.9616,0.8707,0.2507,-0.4514,0.9384,0.8105 |
| language,change.openbookqa,nemotron | nemotron.base | nemotron.base4k,-0.6,-2.4,1.2,0.929,-0.5917,-2.9586,1.7751,1.0 |
| language,change.piqa,nemotron | nemotron.base | nemotron.base4k,-0.272,-1.0881,0.491,0.8873,-0.2193,-0.9868,0.6044,1.0 |
| language,change.winogrande,nemotron | nemotron.base | nemotron.base4k,0.0789,-1.4207,1.4996,1.0,0.08,-1.36,1.52,1.0 |
| language,change.avg,nemotron | nemotron.base | nemotron.base4k,0.1762,-0.2942,0.6452,0.4585,0.0345,-0.7602,0.6824,0.8745 |
| language,change.arc_challenge,nemotron | nemotron.dpo | nemotron.sft,0.3413,0.0853,0.6826,0.1304,0.3448,0.0862,0.6897,0.1179 |
| language,change.arc_easy,nemotron | nemotron.dpo | nemotron.sft,0.1263,0.0,0.2946,0.2782,0.1282,0.0,0.2991,0.2432 |
| language,change.boolq,nemotron | nemotron.dpo | nemotron.sft,0.1223,-0.1529,0.3976,0.7911,0.1231,-0.1231,0.4001,0.7489 |
| language,change.commonsense_qa,nemotron | nemotron.dpo | nemotron.sft,-0.2457,-0.6552,0.0819,0.5561,0.0,0.0,0.0,1.0 |
| language,change.copa,nemotron | nemotron.dpo | nemotron.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.hellaswag,nemotron | nemotron.dpo | nemotron.sft,0.2091,0.1095,0.3187,0.0024,0.2093,0.1196,0.309,0.0073 |
| language,change.mmlu,nemotron | nemotron.dpo | nemotron.sft,0.1852,0.0783,0.292,0.006,0.1862,0.0788,0.3008,0.0028 |
| language,change.openbookqa,nemotron | nemotron.dpo | nemotron.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.piqa,nemotron | nemotron.dpo | nemotron.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.winogrande,nemotron | nemotron.dpo | nemotron.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.avg,nemotron | nemotron.dpo | nemotron.sft,0.0954,0.0399,0.1522,0.002,0.1184,0.0734,0.1648,0.002 |
| language,change.arc_challenge,nemotron | nemotron.sft-ot3 | nemotron.sft,0.0,-1.4505,1.4505,1.0,0.0,-1.3793,1.3793,1.0 |
| language,change.arc_easy,nemotron | nemotron.sft-ot3 | nemotron.sft,0.2104,-0.5051,0.8838,0.929,0.2137,-0.5128,0.9402,0.9638 |
| language,change.boolq,nemotron | nemotron.sft-ot3 | nemotron.sft,1.1621,0.1223,2.2324,0.0998,1.1388,0.1223,2.1853,0.1134 |
| language,change.commonsense_qa,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.4914,-2.3771,1.5561,0.929,1.6334,-1.2704,4.5372,0.6369 |
| language,change.copa,nemotron | nemotron.sft-ot3 | nemotron.sft,-1.0,-4.025,2.0,0.9913,-1.8182,-5.4545,0.0,1.0 |
| language,change.hellaswag,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.488,-0.8467,-0.0797,0.0385,-0.4785,-0.8475,-0.1096,0.0495 |
| language,change.mmlu,nemotron | nemotron.sft-ot3 | nemotron.sft,-2.0154,-2.5426,-1.4668,0.0024,-2.0411,-2.5927,-1.4897,0.0028 |
| language,change.openbookqa,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.8,-2.4,0.8,0.7865,0.2959,-1.4793,2.071,1.0 |
| language,change.piqa,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.4353,-1.0895,0.272,0.5616,-0.4386,-1.0965,0.2741,0.5824 |
| language,change.winogrande,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.3946,-1.8942,0.9491,0.929,-0.32,-1.76,1.28,1.0 |
| language,change.avg,nemotron | nemotron.sft-ot3 | nemotron.sft,-0.533,-0.9972,-0.0956,0.045,-0.3114,-0.8305,0.1531,0.431 |
| language,change.arc_challenge,nemotron | nemotron.dpo-ot3 | nemotron.dpo,0.1706,-1.2799,1.6212,1.0,0.1724,-1.2931,1.6379,1.0 |
| language,change.arc_easy,nemotron | nemotron.dpo-ot3 | nemotron.dpo,0.3367,-0.4209,1.0522,0.7911,0.3419,-0.4274,1.1111,0.7489 |
| language,change.boolq,nemotron | nemotron.dpo-ot3 | nemotron.dpo,1.0703,0.0306,2.0795,0.1364,1.0465,0.0308,2.093,0.1452 |
| language,change.commonsense_qa,nemotron | nemotron.dpo-ot3 | nemotron.dpo,0.819,-1.0647,2.8665,0.7911,2.7223,-0.363,5.6261,0.2406 |
| language,change.copa,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-1.0,-4.025,2.0,0.9913,-1.8182,-5.4545,0.0,1.0 |
| language,change.hellaswag,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-0.6572,-1.016,-0.2788,0.0024,-0.6479,-1.0167,-0.2891,0.011 |
| language,change.mmlu,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-1.9014,-2.4142,-1.4099,0.0024,-1.9265,-2.4565,-1.3888,0.0028 |
| language,change.openbookqa,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-0.4,-2.0,1.2,0.9577,0.2959,-1.4793,2.071,1.0 |
| language,change.piqa,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-0.3264,-0.9793,0.3808,0.7911,-0.3289,-1.0417,0.3838,0.7489 |
| language,change.winogrande,nemotron | nemotron.dpo-ot3 | nemotron.dpo,0.0,-1.3418,1.2628,1.0,0.08,-1.202,1.52,1.0 |
| language,change.avg,nemotron | nemotron.dpo-ot3 | nemotron.dpo,-0.3128,-0.7799,0.1044,0.2073,-0.1468,-0.67,0.3227,0.7673 |
| language,change.arc_challenge,fineweb | fineweb.sft4k | fineweb.base4k,-0.3413,-1.9625,1.1945,0.9816,-0.1724,-1.7241,1.3793,1.0 |
| language,change.arc_easy,fineweb | fineweb.sft4k | fineweb.base4k,1.6414,0.5892,2.6936,0.0129,1.5385,0.4701,2.6068,0.0269 |
| language,change.boolq,fineweb | fineweb.sft4k | fineweb.base4k,1.0092,0.3058,1.7737,0.0162,0.9849,0.277,1.7544,0.0394 |
| language,change.commonsense_qa,fineweb | fineweb.sft4k | fineweb.base4k,-1.4742,-3.6855,0.7371,0.5292,-1.8149,-5.0817,1.6334,0.6194 |
| language,change.copa,fineweb | fineweb.sft4k | fineweb.base4k,1.0,-4.0,5.0,1.0,-1.8182,-7.2727,5.4545,1.0 |
| language,change.hellaswag,fineweb | fineweb.sft4k | fineweb.base4k,0.5278,0.2191,0.8367,0.0129,0.5283,0.1994,0.8373,0.0028 |
| language,change.mmlu,fineweb | fineweb.sft4k | fineweb.base4k,0.8617,0.0356,1.6381,0.1496,0.9095,0.0358,1.8049,0.1472 |
| language,change.openbookqa,fineweb | fineweb.sft4k | fineweb.base4k,-0.6,-2.4,1.2,0.9067,0.0,-2.3743,2.3669,1.0 |
| language,change.piqa,fineweb | fineweb.sft4k | fineweb.base4k,-0.1088,-0.8705,0.6529,1.0,-0.1096,-0.8224,0.6031,1.0 |
| language,change.winogrande,fineweb | fineweb.sft4k | fineweb.base4k,0.7893,-0.8682,2.4467,0.6488,0.72,-0.88,2.24,0.7665 |
| language,change.avg,fineweb | fineweb.sft4k | fineweb.base4k,0.6233,0.0703,1.1475,0.0813,0.3925,-0.3867,1.1168,0.372 |
| language,change.arc_challenge,fineweb | fineweb.dpo4k | fineweb.sft4k,0.256,0.0,0.5973,0.3065,0.2586,0.0,0.6034,0.2868 |
| language,change.arc_easy,fineweb | fineweb.dpo4k | fineweb.sft4k,-0.0421,-0.1684,0.0842,0.9862,-0.0427,-0.2137,0.0855,1.0 |
| language,change.boolq,fineweb | fineweb.dpo4k | fineweb.sft4k,0.0,-0.1529,0.1835,1.0,0.0,-0.1847,0.1847,1.0 |
| language,change.commonsense_qa,fineweb | fineweb.dpo4k | fineweb.sft4k,0.0,-0.2457,0.2457,1.0,0.0,-0.5445,0.5445,1.0 |
| language,change.copa,fineweb | fineweb.dpo4k | fineweb.sft4k,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.hellaswag,fineweb | fineweb.dpo4k | fineweb.sft4k,0.2191,0.1295,0.3286,0.0029,0.2193,0.1296,0.3289,0.0028 |
| language,change.mmlu,fineweb | fineweb.dpo4k | fineweb.sft4k,-0.0427,-0.1709,0.0928,0.9067,-0.043,-0.1721,0.0859,0.8659 |
| language,change.openbookqa,fineweb | fineweb.dpo4k | fineweb.sft4k,0.2,0.0,0.6,0.9816,0.2959,0.0,0.8876,1.0 |
| language,change.piqa,fineweb | fineweb.dpo4k | fineweb.sft4k,0.1088,0.0,0.272,0.5995,0.1096,0.0,0.2741,0.6278 |
| language,change.winogrande,fineweb | fineweb.dpo4k | fineweb.sft4k,0.1579,0.0,0.3946,0.5901,0.16,0.0,0.4,0.5963 |
| language,change.avg,fineweb | fineweb.dpo4k | fineweb.sft4k,0.0885,0.0307,0.155,0.012,0.0977,0.0211,0.1859,0.06 |
| language,change.arc_challenge,fineweb | fineweb.base | fineweb.base4k,-0.3413,-2.0478,1.3652,0.9816,-0.0862,-1.8966,1.6379,1.0 |
| language,change.arc_easy,fineweb | fineweb.base | fineweb.base4k,1.936,0.7576,3.0303,0.0162,1.8803,0.7692,3.0342,0.0078 |
| language,change.boolq,fineweb | fineweb.base | fineweb.base4k,5.107,3.7309,6.4526,0.0029,5.1708,3.8473,6.5559,0.0028 |
| language,change.commonsense_qa,fineweb | fineweb.base | fineweb.base4k,-0.2457,-1.638,1.1466,0.9816,-0.726,-2.7223,1.4519,0.8368 |
| language,change.copa,fineweb | fineweb.base | fineweb.base4k,-1.0,-5.0,3.0,1.0,0.0,-5.4545,5.4545,1.0 |
| language,change.hellaswag,fineweb | fineweb.base | fineweb.base4k,-2.39,-2.8879,-1.8921,0.0029,-2.3923,-2.9007,-1.9039,0.0028 |
| language,change.mmlu,fineweb | fineweb.base | fineweb.base4k,0.7193,0.0212,1.4243,0.1574,0.752,0.0213,1.447,0.1472 |
| language,change.openbookqa,fineweb | fineweb.base | fineweb.base4k,0.4,-1.8,2.8,1.0,-0.2959,-2.9586,2.6627,1.0 |
| language,change.piqa,fineweb | fineweb.base | fineweb.base4k,-0.5985,-1.5234,0.3264,0.5316,-0.5482,-1.4803,0.3289,0.6354 |
| language,change.winogrande,fineweb | fineweb.base | fineweb.base4k,0.6314,-1.026,2.4467,0.8061,0.48,-1.28,2.242,0.9369 |
| language,change.avg,fineweb | fineweb.base | fineweb.base4k,0.5528,0.0038,1.097,0.097,0.5543,-0.0813,1.2212,0.1167 |
| language,change.arc_challenge,fineweb | fineweb.sft | fineweb.base,-1.0239,-2.4744,0.4266,0.4689,-1.1207,-2.5862,0.5172,0.4573 |
| language,change.arc_easy,fineweb | fineweb.sft | fineweb.base,-0.7155,-1.5152,0.1263,0.3108,-0.7265,-1.5385,0.0855,0.2719 |
| language,change.boolq,fineweb | fineweb.sft | fineweb.base,-4.3425,-5.5657,-3.0275,0.0029,-4.4014,-5.6633,-3.2002,0.0028 |
| language,change.commonsense_qa,fineweb | fineweb.sft | fineweb.base,-0.2457,-1.5561,1.0647,0.9816,0.1815,-1.6334,1.9964,1.0 |
| language,change.copa,fineweb | fineweb.sft | fineweb.base,0.0,-5.0,5.0,1.0,-1.8182,-5.4545,0.0,1.0 |
| language,change.hellaswag,fineweb | fineweb.sft | fineweb.base,2.1111,1.663,2.5894,0.0029,2.1132,1.6744,2.5521,0.0028 |
| language,change.mmlu,fineweb | fineweb.sft | fineweb.base,-0.9044,-1.5952,-0.2421,0.0418,-0.9239,-1.5899,-0.2362,0.0418 |
| language,change.openbookqa,fineweb | fineweb.sft | fineweb.base,-1.2,-3.4,0.8,0.6209,0.0,-2.3669,2.3669,1.0 |
| language,change.piqa,fineweb | fineweb.sft | fineweb.base,1.0881,0.2163,1.9587,0.082,1.0965,0.2193,1.9737,0.074 |
| language,change.winogrande,fineweb | fineweb.sft | fineweb.base,0.0,-1.5785,1.4996,1.0,0.08,-1.52,1.6,1.0 |
| language,change.avg,fineweb | fineweb.sft | fineweb.base,-0.5163,-1.109,0.0403,0.1048,-0.5423,-1.0449,-0.0657,0.06 |
| language,change.arc_challenge,fineweb | fineweb.dpo | fineweb.sft,0.256,0.0,0.5973,0.3065,0.2586,0.0,0.6034,0.3153 |
| language,change.arc_easy,fineweb | fineweb.dpo | fineweb.sft,0.0,-0.1684,0.1684,1.0,0.0,-0.1709,0.1709,1.0 |
| language,change.boolq,fineweb | fineweb.dpo | fineweb.sft,0.0917,-0.0306,0.2446,0.5454,0.0923,-0.0308,0.2462,0.5963 |
| language,change.commonsense_qa,fineweb | fineweb.dpo | fineweb.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.copa,fineweb | fineweb.dpo | fineweb.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.hellaswag,fineweb | fineweb.dpo | fineweb.sft,0.2191,0.1295,0.3286,0.0029,0.2193,0.1293,0.3289,0.0028 |
| language,change.mmlu,fineweb | fineweb.dpo | fineweb.sft,0.0427,-0.0997,0.1923,0.9067,0.043,-0.1003,0.1935,0.9044 |
| language,change.openbookqa,fineweb | fineweb.dpo | fineweb.sft,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0 |
| language,change.piqa,fineweb | fineweb.dpo | fineweb.sft,-0.0544,-0.1632,0.0,0.9816,-0.0548,-0.1645,0.0,1.0 |
| language,change.winogrande,fineweb | fineweb.dpo | fineweb.sft,-0.1579,-0.4736,0.1579,0.803,-0.16,-0.48,0.16,0.7665 |
| language,change.avg,fineweb | fineweb.dpo | fineweb.sft,0.059,0.0121,0.1095,0.07,0.0592,0.0104,0.1103,0.06 |
| language,change.arc_challenge,fineweb | fineweb.sft-ot3 | fineweb.sft,0.256,-1.1945,1.7086,0.9862,0.2586,-1.2069,1.7241,1.0 |
| language,change.arc_easy,fineweb | fineweb.sft-ot3 | fineweb.sft,0.4209,-0.3367,1.1785,0.6209,0.4274,-0.3419,1.1966,0.675 |
| language,change.boolq,fineweb | fineweb.sft-ot3 | fineweb.sft,3.8838,2.5994,5.2294,0.0029,3.9089,2.6162,5.1708,0.0028 |
| language,change.commonsense_qa,fineweb | fineweb.sft-ot3 | fineweb.sft,0.7371,-0.6552,2.2133,0.6488,0.9074,-1.2704,3.2668,0.7739 |
| language,change.copa,fineweb | fineweb.sft-ot3 | fineweb.sft,2.0,-2.0,6.0,0.7273,-1.8182,-7.2727,0.0,1.0 |
| language,change.hellaswag,fineweb | fineweb.sft-ot3 | fineweb.sft,-0.0996,-0.478,0.2888,0.9067,-0.1096,-0.5084,0.2691,0.9044 |
| language,change.mmlu,fineweb | fineweb.sft-ot3 | fineweb.sft,0.8403,0.057,1.5738,0.1155,0.8164,0.0358,1.54,0.1375 |
| language,change.openbookqa,fineweb | fineweb.sft-ot3 | fineweb.sft,-0.8,-2.4,0.8,0.7233,-1.4793,-3.5503,0.5917,0.4469 |
| language,change.piqa,fineweb | fineweb.sft-ot3 | fineweb.sft,-0.5441,-1.3615,0.3264,0.5292,-0.6031,-1.3706,0.2193,0.4469 |
| language,change.winogrande,fineweb | fineweb.sft-ot3 | fineweb.sft,0.1579,-1.2628,1.5785,1.0,0.24,-1.28,1.68,1.0 |
| language,change.avg,fineweb | fineweb.sft-ot3 | fineweb.sft,0.3389,-0.1252,0.8094,0.164,-0.0523,-0.5893,0.4377,0.9125 |
| language,change.arc_challenge,fineweb | fineweb.dpo | fineweb.base,-0.7679,-2.2184,0.6826,0.6209,-0.8621,-2.3297,0.6897,0.6259 |
| language,change.arc_easy,fineweb | fineweb.dpo | fineweb.base,-0.7155,-1.4731,0.1263,0.3065,-0.7265,-1.5385,0.0855,0.2656 |
| language,change.boolq,fineweb | fineweb.dpo | fineweb.base,-4.2508,-5.474,-2.9358,0.0029,-4.309,-5.5709,-3.1086,0.0028 |
| language,change.commonsense_qa,fineweb | fineweb.dpo | fineweb.base,-0.2457,-1.5561,1.0647,0.9816,0.1815,-1.6334,1.9964,1.0 |
| language,change.copa,fineweb | fineweb.dpo | fineweb.base,0.0,-5.0,5.0,1.0,-1.8182,-5.4545,0.0,1.0 |
| language,change.hellaswag,fineweb | fineweb.dpo | fineweb.base,2.3302,1.8818,2.8182,0.0029,2.3325,1.8939,2.7711,0.0028 |
| language,change.mmlu,fineweb | fineweb.dpo | fineweb.base,-0.8617,-1.5525,-0.2065,0.0691,-0.8809,-1.5398,-0.179,0.0566 |
| language,change.openbookqa,fineweb | fineweb.dpo | fineweb.base,-1.2,-3.4,0.8,0.6209,0.0,-2.3669,2.3669,1.0 |
| language,change.piqa,fineweb | fineweb.dpo | fineweb.base,1.0337,0.1088,1.9042,0.0976,1.0417,0.1645,1.9189,0.1014 |
| language,change.winogrande,fineweb | fineweb.dpo | fineweb.base,-0.1579,-1.7364,1.3418,1.0,-0.08,-1.68,1.44,1.0 |
| language,change.avg,fineweb | fineweb.dpo | fineweb.base,-0.4572,-1.0503,0.0902,0.1393,-0.4832,-0.9973,-0.0079,0.076 |
| language,change.arc_challenge,fineweb | fineweb.sft-ot3 | fineweb.base,-0.7679,-2.5597,0.8532,0.726,-0.8621,-2.5,0.8621,0.6994 |
| language,change.arc_easy,fineweb | fineweb.sft-ot3 | fineweb.base,-0.2946,-1.2626,0.6734,0.9067,-0.2991,-1.2404,0.641,0.9044 |
| language,change.boolq,fineweb | fineweb.sft-ot3 | fineweb.base,-0.4587,-1.4687,0.6116,0.726,-0.4925,-1.5089,0.5848,0.6835 |
| language,change.commonsense_qa,fineweb | fineweb.sft-ot3 | fineweb.base,0.4914,-1.0647,2.2113,0.9067,1.0889,-1.0889,3.4483,0.6858 |
| language,change.copa,fineweb | fineweb.sft-ot3 | fineweb.base,2.0,-4.0,8.0,0.9067,-3.6364,-9.0909,0.0,0.5963 |
| language,change.hellaswag,fineweb | fineweb.sft-ot3 | fineweb.base,2.0116,1.5236,2.4798,0.0029,2.0036,1.5152,2.4923,0.0028 |
| language,change.mmlu,fineweb | fineweb.sft-ot3 | fineweb.base,-0.0641,-0.9258,0.7695,1.0,-0.1074,-1.01,0.7663,1.0 |
| language,change.openbookqa,fineweb | fineweb.sft-ot3 | fineweb.base,-2.0,-4.4,0.2,0.3065,-1.4793,-4.142,1.1834,0.6338 |
| language,change.piqa,fineweb | fineweb.sft-ot3 | fineweb.base,0.5441,-0.4897,1.5234,0.6209,0.4934,-0.4934,1.5351,0.6994 |
| language,change.winogrande,fineweb | fineweb.sft-ot3 | fineweb.base,0.1579,-1.4996,1.8942,1.0,0.32,-1.36,2.0,1.0 |
| language,change.avg,fineweb | fineweb.sft-ot3 | fineweb.base,-0.1774,-0.7984,0.4603,0.5675,-0.5947,-1.2389,-0.0073,0.076 |
| language,frontloading.arc_challenge,front-loading | 4096 | MV,2.0478,-0.3413,4.4369,0.1621,2.069,-0.431,4.3966,0.1784 |
| language,frontloading.arc_easy,front-loading | 4096 | MV,2.1465,0.5892,3.6195,0.0178,2.1795,0.641,3.7179,0.0136 |
| language,frontloading.boolq,front-loading | 4096 | MV,8.7156,6.9725,10.3976,0.0012,8.8027,7.0483,10.5271,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 4096 | MV,28.9107,24.9795,32.3505,0.0012,30.853,25.4083,36.3022,0.0013 |
| language,frontloading.copa,front-loading | 4096 | MV,-2.0,-8.0,4.0,0.7492,-1.8182,-9.0909,5.4545,0.9498 |
| language,frontloading.hellaswag,front-loading | 4096 | MV,2.3203,1.6827,2.9576,0.0012,2.3226,1.7045,2.9107,0.0013 |
| language,frontloading.mmlu,front-loading | 4096 | MV,16.1231,15.0691,17.1559,0.0012,16.1713,15.0684,17.1954,0.0013 |
| language,frontloading.openbookqa,front-loading | 4096 | MV,-2.2,-5.4,1.0,0.2647,-3.2544,-6.5089,0.2959,0.1481 |
| language,frontloading.piqa,front-loading | 4096 | MV,-0.0544,-1.5234,1.3602,0.9948,0.0,-1.5351,1.5351,1.0 |
| language,frontloading.winogrande,front-loading | 4096 | MV,-0.4736,-3.3938,2.5257,0.908,-0.56,-3.682,2.56,0.9011 |
| language,frontloading.avg,front-loading | 4096 | MV,4.7753,3.9357,5.605,0.0007,4.887,3.8397,5.9305,0.0007 |
| language,frontloading.arc_challenge,front-loading | 4096 | Comma,3.6689,1.2799,6.1433,0.0161,3.7931,1.2069,6.2091,0.0136 |
| language,frontloading.arc_easy,front-loading | 4096 | Comma,6.3131,4.6296,7.9545,0.0012,6.3675,4.7863,7.9925,0.0013 |
| language,frontloading.boolq,front-loading | 4096 | Comma,12.0489,10.1529,13.8846,0.0012,12.096,10.2185,14.0351,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 4096 | Comma,31.6953,28.0917,35.2191,0.0012,34.8457,29.5826,40.1089,0.0013 |
| language,frontloading.copa,front-loading | 4096 | Comma,0.0,-6.0,6.0,1.0,-5.4545,-14.5455,1.8182,0.3777 |
| language,frontloading.hellaswag,front-loading | 4096 | Comma,1.9418,1.3441,2.5495,0.0012,1.9438,1.3155,2.5421,0.0013 |
| language,frontloading.mmlu,front-loading | 4096 | Comma,13.8442,12.7117,14.9411,0.0012,13.8795,12.7551,14.9538,0.0013 |
| language,frontloading.openbookqa,front-loading | 4096 | Comma,3.6,0.8,6.6,0.0124,3.2544,0.0,6.5089,0.1219 |
| language,frontloading.piqa,front-loading | 4096 | Comma,0.0544,-1.3615,1.5234,0.9948,0.1096,-1.3158,1.4803,0.9739 |
| language,frontloading.winogrande,front-loading | 4096 | Comma,0.2368,-2.9203,3.236,0.9906,0.24,-2.64,3.28,0.9739 |
| language,frontloading.avg,front-loading | 4096 | Comma,6.5743,5.7638,7.3916,0.0007,6.3626,5.3529,7.3525,0.0007 |
| language,frontloading.arc_challenge,front-loading | 4096 | Nemotron,-0.0853,-2.2184,1.9625,0.9948,-0.1724,-2.3276,1.9828,0.9739 |
| language,frontloading.arc_easy,front-loading | 4096 | Nemotron,-0.5892,-1.8519,0.7155,0.5073,-0.6838,-1.9231,0.5556,0.4225 |
| language,frontloading.boolq,front-loading | 4096 | Nemotron,1.896,0.3976,3.3639,0.0244,2.0006,0.6156,3.5396,0.0099 |
| language,frontloading.commonsense_qa,front-loading | 4096 | Nemotron,13.4316,10.3993,16.464,0.0012,13.7931,9.2559,18.6933,0.0013 |
| language,frontloading.copa,front-loading | 4096 | Nemotron,-5.0,-12.0,2.0,0.308,-5.4545,-16.3636,5.4545,0.534 |
| language,frontloading.hellaswag,front-loading | 4096 | Nemotron,-2.5891,-3.1172,-2.0613,0.0012,-2.5817,-3.1699,-2.0631,0.0013 |
| language,frontloading.mmlu,front-loading | 4096 | Nemotron,4.0593,3.1691,4.9637,0.0012,4.0822,3.2085,4.942,0.0013 |
| language,frontloading.openbookqa,front-loading | 4096 | Nemotron,-3.4,-6.4,-0.6,0.044,-2.071,-5.9172,1.7751,0.4225 |
| language,frontloading.piqa,front-loading | 4096 | Nemotron,-1.0881,-2.2851,0.2176,0.1688,-1.0965,-2.4123,0.1645,0.1552 |
| language,frontloading.winogrande,front-loading | 4096 | Nemotron,-2.0521,-4.7356,0.4755,0.2019,-1.84,-4.48,0.64,0.254 |
| language,frontloading.avg,front-loading | 4096 | Nemotron,0.3831,-0.4225,1.2101,0.3765,0.5098,-0.6915,1.677,0.4325 |
| language,frontloading.arc_challenge,front-loading | 4096 | FineWeb-Edu,1.0239,-1.4505,3.3276,0.5972,1.0345,-1.3793,3.3621,0.5457 |
| language,frontloading.arc_easy,front-loading | 4096 | FineWeb-Edu,3.0303,1.6835,4.3361,0.0012,2.8632,1.5801,4.1453,0.0013 |
| language,frontloading.boolq,front-loading | 4096 | FineWeb-Edu,12.4159,10.5505,14.3425,0.0012,12.4346,10.5879,14.2505,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 4096 | FineWeb-Edu,34.5618,31.2039,38.1654,0.0012,34.1198,28.8566,39.02,0.0013 |
| language,frontloading.copa,front-loading | 4096 | FineWeb-Edu,-3.0,-9.0,2.0,0.4407,-1.8182,-9.0909,3.6364,0.9175 |
| language,frontloading.hellaswag,front-loading | 4096 | FineWeb-Edu,-1.7427,-2.3105,-1.1748,0.0012,-1.7544,-2.3624,-1.1959,0.0013 |
| language,frontloading.mmlu,front-loading | 4096 | FineWeb-Edu,21.3716,20.2749,22.4542,0.0012,21.4209,20.3753,22.4595,0.0013 |
| language,frontloading.openbookqa,front-loading | 4096 | FineWeb-Edu,0.6,-2.6,4.0,0.9178,0.2959,-3.5503,4.142,0.9739 |
| language,frontloading.piqa,front-loading | 4096 | FineWeb-Edu,-0.272,-1.5778,0.9793,0.802,-0.3289,-1.5899,0.932,0.8415 |
| language,frontloading.winogrande,front-loading | 4096 | FineWeb-Edu,0.1579,-2.6046,2.9203,0.9948,-0.08,-2.88,2.8,1.0 |
| language,frontloading.avg,front-loading | 4096 | FineWeb-Edu,6.0999,5.315,6.8353,0.0007,6.1036,5.2198,6.9941,0.0007 |
| language,frontloading.arc_challenge,permissiveness | 4096 | MV - Nemotron,-12.0307,-14.4198,-9.6395,0.0007,-12.069,-14.569,-9.569,0.0007 |
| language,frontloading.arc_easy,permissiveness | 4096 | MV - Nemotron,-9.3855,-10.9859,-7.8283,0.0007,-9.2735,-10.812,-7.6496,0.0007 |
| language,frontloading.boolq,permissiveness | 4096 | MV - Nemotron,-5.7798,-7.3089,-4.2813,0.0007,-5.848,-7.3569,-4.3706,0.0007 |
| language,frontloading.commonsense_qa,permissiveness | 4096 | MV - Nemotron,-10.7289,-13.7592,-7.7805,0.0007,-10.1633,-14.7005,-5.8076,0.0007 |
| language,frontloading.copa,permissiveness | 4096 | MV - Nemotron,-9.0,-16.0,-2.0,0.013,-7.2727,-16.3636,1.8182,0.1548 |
| language,frontloading.hellaswag,permissiveness | 4096 | MV - Nemotron,-14.3796,-15.1464,-13.6427,0.0007,-14.374,-15.1717,-13.5666,0.0007 |
| language,frontloading.mmlu,permissiveness | 4096 | MV - Nemotron,-8.5458,-9.436,-7.6271,0.0007,-8.5297,-9.4536,-7.5843,0.0007 |
| language,frontloading.openbookqa,permissiveness | 4096 | MV - Nemotron,-4.4,-7.6,-1.2,0.0119,-5.0296,-9.1716,-1.1834,0.0195 |
| language,frontloading.piqa,permissiveness | 4096 | MV - Nemotron,-7.1817,-8.8683,-5.5495,0.0007,-7.1272,-8.7719,-5.5373,0.0007 |
| language,frontloading.winogrande,permissiveness | 4096 | MV - Nemotron,-5.1302,-8.2873,-2.131,0.0007,-5.28,-8.48,-2.08,0.0034 |
| language,frontloading.avg,permissiveness | 4096 | MV - Nemotron,-8.7338,-9.6479,-7.8342,0.0005,-8.5887,-9.6527,-7.5179,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 4096 | MV - FineWeb-Edu,-9.215,-11.6894,-6.7406,0.0007,-9.1379,-11.6379,-6.8082,0.0007 |
| language,frontloading.arc_easy,permissiveness | 4096 | MV - FineWeb-Edu,-9.0067,-10.564,-7.4495,0.0007,-8.8462,-10.3002,-7.3504,0.0007 |
| language,frontloading.boolq,permissiveness | 4096 | MV - FineWeb-Edu,-3.7615,-5.1384,-2.354,0.0007,-3.755,-5.14,-2.37,0.0007 |
| language,frontloading.commonsense_qa,permissiveness | 4096 | MV - FineWeb-Edu,-4.3407,-7.2912,-1.5561,0.0007,-3.4483,-7.9855,0.9074,0.148 |
| language,frontloading.copa,permissiveness | 4096 | MV - FineWeb-Edu,-8.0,-16.0,0.0,0.0692,-9.0909,-20.0,1.8182,0.1617 |
| language,frontloading.hellaswag,permissiveness | 4096 | MV - FineWeb-Edu,-10.8345,-11.5617,-10.1075,0.0007,-10.8154,-11.573,-10.0875,0.0007 |
| language,frontloading.mmlu,permissiveness | 4096 | MV - FineWeb-Edu,-5.5263,-6.4309,-4.6076,0.0007,-5.4931,-6.418,-4.5764,0.0007 |
| language,frontloading.openbookqa,permissiveness | 4096 | MV - FineWeb-Edu,-8.8,-12.2,-5.2,0.0007,-9.4675,-13.9127,-5.0296,0.0007 |
| language,frontloading.piqa,permissiveness | 4096 | MV - FineWeb-Edu,-6.4744,-8.1066,-4.8966,0.0007,-6.4145,-8.0044,-4.8794,0.0007 |
| language,frontloading.winogrande,permissiveness | 4096 | MV - FineWeb-Edu,-4.8145,-7.8137,-1.8942,0.0032,-4.72,-7.68,-1.758,0.0021 |
| language,frontloading.avg,permissiveness | 4096 | MV - FineWeb-Edu,-7.0232,-7.9914,-6.0495,0.0005,-7.0609,-8.3374,-5.7823,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 4096 | Comma - Nemotron,-12.4573,-15.0171,-10.1536,0.0007,-12.5,-14.9138,-10.0862,0.0007 |
| language,frontloading.arc_easy,permissiveness | 4096 | Comma - Nemotron,-10.8586,-12.5,-9.3003,0.0007,-10.8547,-12.4797,-9.2308,0.0007 |
| language,frontloading.boolq,permissiveness | 4096 | Comma - Nemotron,-4.0673,-5.5352,-2.5688,0.0007,-4.1243,-5.7248,-2.5854,0.0007 |
| language,frontloading.commonsense_qa,permissiveness | 4096 | Comma - Nemotron,-9.9918,-13.104,-6.7977,0.0007,-8.7114,-13.2486,-3.9882,0.0007 |
| language,frontloading.copa,permissiveness | 4096 | Comma - Nemotron,-10.0,-19.0,-1.0,0.0446,-10.9091,-23.6364,1.8182,0.1551 |
| language,frontloading.hellaswag,permissiveness | 4096 | Comma - Nemotron,-13.4236,-14.2203,-12.6469,0.0007,-13.4171,-14.1948,-12.6296,0.0007 |
| language,frontloading.mmlu,permissiveness | 4096 | Comma - Nemotron,-10.1268,-11.01,-9.2364,0.0007,-10.1411,-11.065,-9.3032,0.0007 |
| language,frontloading.openbookqa,permissiveness | 4096 | Comma - Nemotron,-2.4,-5.6,0.8,0.1856,-2.071,-5.9172,1.7751,0.3504 |
| language,frontloading.piqa,permissiveness | 4096 | Comma - Nemotron,-6.3656,-7.9978,-4.732,0.0007,-6.1952,-7.7851,-4.6053,0.0007 |
| language,frontloading.winogrande,permissiveness | 4096 | Comma - Nemotron,-3.3938,-6.3141,-0.5525,0.0287,-3.52,-6.48,-0.56,0.0195 |
| language,frontloading.avg,permissiveness | 4096 | Comma - Nemotron,-7.936,-8.9719,-6.9301,0.0005,-7.8777,-9.2789,-6.4228,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 4096 | Comma - FineWeb-Edu,-9.6416,-12.2014,-6.9966,0.0007,-9.569,-12.2414,-7.1552,0.0007 |
| language,frontloading.arc_easy,permissiveness | 4096 | Comma - FineWeb-Edu,-10.4798,-12.1212,-8.8384,0.0007,-10.4274,-12.0513,-8.8462,0.0007 |
| language,frontloading.boolq,permissiveness | 4096 | Comma - FineWeb-Edu,-2.0489,-3.5474,-0.4893,0.0172,-2.0314,-3.5703,-0.4617,0.0084 |
| language,frontloading.commonsense_qa,permissiveness | 4096 | Comma - FineWeb-Edu,-3.6036,-6.8796,-0.4894,0.0318,-1.9964,-6.8966,2.9038,0.4638 |
| language,frontloading.copa,permissiveness | 4096 | Comma - FineWeb-Edu,-9.0,-17.0,-1.0,0.0429,-12.7273,-23.6364,-1.8182,0.0464 |
| language,frontloading.hellaswag,permissiveness | 4096 | Comma - FineWeb-Edu,-9.8785,-10.6154,-9.1712,0.0007,-9.8585,-10.5961,-9.1305,0.0007 |
| language,frontloading.mmlu,permissiveness | 4096 | Comma - FineWeb-Edu,-7.1072,-7.9834,-6.2313,0.0007,-7.1045,-7.9712,-6.2164,0.0007 |
| language,frontloading.openbookqa,permissiveness | 4096 | Comma - FineWeb-Edu,-6.8,-10.4,-3.4,0.0007,-6.5089,-10.6509,-2.6627,0.0007 |
| language,frontloading.piqa,permissiveness | 4096 | Comma - FineWeb-Edu,-5.6583,-7.2361,-4.0261,0.0007,-5.4825,-7.1286,-3.9474,0.0007 |
| language,frontloading.winogrande,permissiveness | 4096 | Comma - FineWeb-Edu,-3.0781,-6.0773,-0.0789,0.0544,-2.96,-5.84,-0.08,0.0581 |
| language,frontloading.avg,permissiveness | 4096 | Comma - FineWeb-Edu,-6.2255,-7.1802,-5.2616,0.0005,-6.3499,-7.6243,-5.1047,0.0005 |
| language,frontloading.arc_challenge,interaction | 4096 | MV - non-permissive,1.5785,-0.9812,4.3526,0.418,1.6379,-1.25,4.3976,0.3821 |
| language,frontloading.arc_easy,interaction | 4096 | MV - non-permissive,0.9259,-0.8418,2.631,0.4715,1.0897,-0.6838,2.7778,0.3748 |
| language,frontloading.boolq,interaction | 4096 | MV - non-permissive,1.5596,-0.6881,3.8689,0.3353,1.5851,-0.6775,3.74,0.3318 |
| language,frontloading.commonsense_qa,interaction | 4096 | MV - non-permissive,4.914,0.6552,8.5186,0.055,6.8966,0.9074,12.9787,0.0591 |
| language,frontloading.copa,interaction | 4096 | MV - non-permissive,2.0,-6.0,9.0125,0.7416,1.8182,-8.1818,10.9091,0.82 |
| language,frontloading.hellaswag,interaction | 4096 | MV - non-permissive,4.4862,3.7443,5.2231,0.0017,4.4906,3.7678,5.2334,0.0018 |
| language,frontloading.mmlu,interaction | 4096 | MV - non-permissive,3.4076,2.2253,4.6005,0.0017,3.4198,2.1341,4.6623,0.0018 |
| language,frontloading.openbookqa,interaction | 4096 | MV - non-permissive,-0.8,-4.5,3.0,0.7734,-2.3669,-6.8047,2.2189,0.4187 |
| language,frontloading.piqa,interaction | 4096 | MV - non-permissive,0.6257,-1.0881,2.3123,0.5965,0.7127,-1.0972,2.4678,0.5873 |
| language,frontloading.winogrande,interaction | 4096 | MV - non-permissive,0.4736,-3.3544,4.0253,0.8498,0.4,-3.12,4.08,0.8784 |
| language,frontloading.avg,interaction | 4096 | MV - non-permissive,1.5338,0.4706,2.5002,0.01,1.5804,0.2975,2.842,0.0273 |
| language,frontloading.arc_challenge,interaction | 4096 | Comma - non-permissive,3.1997,0.256,6.186,0.0671,3.3621,0.3869,6.2942,0.0591 |
| language,frontloading.arc_easy,interaction | 4096 | Comma - non-permissive,5.0926,3.2402,6.9871,0.0017,5.2778,3.4615,7.1373,0.0018 |
| language,frontloading.boolq,interaction | 4096 | Comma - non-permissive,4.893,2.4767,7.4312,0.0017,4.8784,2.4154,7.4638,0.0018 |
| language,frontloading.commonsense_qa,interaction | 4096 | Comma - non-permissive,7.6986,3.7674,11.3841,0.0017,10.8893,5.2632,16.6969,0.0018 |
| language,frontloading.copa,interaction | 4096 | Comma - non-permissive,4.0,-4.5,12.0,0.5131,-1.8182,-13.6364,10.0,0.8784 |
| language,frontloading.hellaswag,interaction | 4096 | Comma - non-permissive,4.1077,3.4056,4.8496,0.0017,4.1118,3.384,4.8297,0.0018 |
| language,frontloading.mmlu,interaction | 4096 | Comma - non-permissive,1.1288,-0.0288,2.3003,0.133,1.128,-0.0933,2.292,0.1477 |
| language,frontloading.openbookqa,interaction | 4096 | Comma - non-permissive,5.0,1.6,8.6,0.0132,4.142,-0.1479,8.5799,0.1375 |
| language,frontloading.piqa,interaction | 4096 | Comma - non-permissive,0.7345,-0.8712,2.5027,0.5191,0.8224,-0.8772,2.5493,0.4764 |
| language,frontloading.winogrande,interaction | 4096 | Comma - non-permissive,1.1839,-2.4467,4.7751,0.6545,1.2,-2.321,4.801,0.6244 |
| language,frontloading.avg,interaction | 4096 | Comma - non-permissive,3.3328,2.3281,4.346,0.001,3.0559,1.6639,4.383,0.002 |
| language,frontloading.arc_challenge,front-loading | 16384 | MV,2.7304,0.256,5.2048,0.0541,2.6724,0.1703,5.0022,0.087 |
| language,frontloading.arc_easy,front-loading | 16384 | MV,2.862,1.2626,4.3771,0.0012,2.8205,1.1966,4.4444,0.0036 |
| language,frontloading.boolq,front-loading | 16384 | MV,10.6728,8.8991,12.3853,0.0012,10.6187,8.8335,12.3423,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 16384 | MV,26.2899,22.5225,29.8935,0.0012,26.6788,21.4156,31.765,0.0013 |
| language,frontloading.copa,front-loading | 16384 | MV,-9.0,-16.0,-3.0,0.0215,-10.9091,-21.8182,-1.8182,0.065 |
| language,frontloading.hellaswag,front-loading | 16384 | MV,2.1012,1.4439,2.7783,0.0012,2.1033,1.4454,2.7711,0.0013 |
| language,frontloading.mmlu,front-loading | 16384 | MV,14.9907,14.0507,16.0449,0.0012,15.0397,14.0514,15.9996,0.0013 |
| language,frontloading.openbookqa,front-loading | 16384 | MV,-2.8,-5.8,0.4,0.1469,-2.9586,-6.5089,0.5917,0.1784 |
| language,frontloading.piqa,front-loading | 16384 | MV,-0.1088,-1.5234,1.3602,0.9948,0.0,-1.5351,1.5351,1.0 |
| language,frontloading.winogrande,front-loading | 16384 | MV,0.0,-2.9992,3.1571,0.9948,-0.08,-2.96,2.88,0.9989 |
| language,frontloading.avg,front-loading | 16384 | MV,4.1158,3.2623,4.9876,0.0007,3.9565,2.8125,5.0967,0.0007 |
| language,frontloading.arc_challenge,front-loading | 16384 | Comma,2.2184,-0.256,4.6928,0.1469,2.4138,-0.0862,4.8276,0.1219 |
| language,frontloading.arc_easy,front-loading | 16384 | Comma,3.7458,2.1465,5.303,0.0012,3.6325,2.0085,5.2991,0.0013 |
| language,frontloading.boolq,front-loading | 16384 | Comma,14.3119,12.4465,16.1162,0.0012,14.2813,12.4654,16.0973,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 16384 | Comma,26.208,22.6044,29.7318,0.0012,28.4936,23.412,33.7568,0.0013 |
| language,frontloading.copa,front-loading | 16384 | Comma,-3.0,-9.0,3.0,0.5234,-3.6364,-12.7273,5.4545,0.687 |
| language,frontloading.hellaswag,front-loading | 16384 | Comma,1.195,0.5477,1.8522,0.0012,1.1962,0.5383,1.8341,0.0013 |
| language,frontloading.mmlu,front-loading | 16384 | Comma,13.6021,12.5194,14.6916,0.0012,13.6217,12.5116,14.6458,0.0013 |
| language,frontloading.openbookqa,front-loading | 16384 | Comma,2.2,-0.8,5.2,0.2587,4.142,0.2959,7.9882,0.0694 |
| language,frontloading.piqa,front-loading | 16384 | Comma,-1.1425,-2.6659,0.4897,0.2571,-1.1513,-2.7426,0.3851,0.2632 |
| language,frontloading.winogrande,front-loading | 16384 | Comma,-1.4996,-4.341,1.2628,0.4016,-1.36,-4.32,1.52,0.4908 |
| language,frontloading.avg,front-loading | 16384 | Comma,4.9317,4.0915,5.753,0.0007,5.2767,4.2271,6.3367,0.0007 |
| language,frontloading.arc_challenge,front-loading | 16384 | Nemotron,0.256,-1.7918,2.3038,0.9407,0.2586,-1.8966,2.3276,0.9739 |
| language,frontloading.arc_easy,front-loading | 16384 | Nemotron,0.6313,-0.6734,1.936,0.4718,0.5983,-0.641,1.8803,0.4874 |
| language,frontloading.boolq,front-loading | 16384 | Nemotron,2.3853,0.8861,3.9755,0.0143,2.3392,0.7995,3.8473,0.0058 |
| language,frontloading.commonsense_qa,front-loading | 16384 | Nemotron,11.0565,7.9423,14.1687,0.0012,12.1597,7.6225,16.6969,0.0013 |
| language,frontloading.copa,front-loading | 16384 | Nemotron,-2.0,-9.0,5.0,0.7641,-1.8182,-12.7273,9.0909,0.9739 |
| language,frontloading.hellaswag,front-loading | 16384 | Nemotron,-2.3402,-2.8978,-1.7825,0.0012,-2.3325,-2.9109,-1.7544,0.0013 |
| language,frontloading.mmlu,front-loading | 16384 | Nemotron,2.9625,2.1293,3.81,0.0012,2.9435,2.1127,3.8102,0.0013 |
| language,frontloading.openbookqa,front-loading | 16384 | Nemotron,-3.6,-6.8,-0.8,0.0244,-3.2544,-7.1006,0.2959,0.1481 |
| language,frontloading.piqa,front-loading | 16384 | Nemotron,-0.272,-1.6322,1.0881,0.8366,-0.3289,-1.6996,0.9868,0.8261 |
| language,frontloading.winogrande,front-loading | 16384 | Nemotron,-1.8153,-4.341,0.7103,0.2647,-1.6,-4.16,0.96,0.3468 |
| language,frontloading.avg,front-loading | 16384 | Nemotron,0.5139,-0.3794,1.3363,0.2577,0.6686,-0.5912,1.7983,0.3411 |
| language,frontloading.arc_challenge,front-loading | 16384 | FineWeb-Edu,2.0478,-0.1706,4.4369,0.1294,1.8966,-0.3448,4.2263,0.1784 |
| language,frontloading.arc_easy,front-loading | 16384 | FineWeb-Edu,0.7997,-0.464,2.1054,0.3641,0.7265,-0.5983,2.094,0.4225 |
| language,frontloading.boolq,front-loading | 16384 | FineWeb-Edu,7.5535,5.7492,9.3586,0.0012,7.5716,5.8172,9.2952,0.0013 |
| language,frontloading.commonsense_qa,front-loading | 16384 | FineWeb-Edu,35.5446,32.1048,38.9025,0.0012,37.3866,32.4819,42.4682,0.0013 |
| language,frontloading.copa,front-loading | 16384 | FineWeb-Edu,-2.0,-7.0,2.0,0.6518,0.0,-5.4545,5.4545,1.0 |
| language,frontloading.hellaswag,front-loading | 16384 | FineWeb-Edu,-2.1709,-2.848,-1.5136,0.0012,-2.1631,-2.821,-1.5251,0.0013 |
| language,frontloading.mmlu,front-loading | 16384 | FineWeb-Edu,19.5343,18.4732,20.624,0.0012,19.5445,18.5132,20.6122,0.0013 |
| language,frontloading.openbookqa,front-loading | 16384 | FineWeb-Edu,-1.0,-4.2,2.0,0.7095,0.2959,-3.2544,3.5503,0.9961 |
| language,frontloading.piqa,front-loading | 16384 | FineWeb-Edu,0.1088,-1.3058,1.469,0.9948,0.1096,-1.2623,1.5899,0.9739 |
| language,frontloading.winogrande,front-loading | 16384 | FineWeb-Edu,-0.9471,-3.7096,1.8942,0.6205,-0.96,-3.76,1.84,0.6568 |
| language,frontloading.avg,front-loading | 16384 | FineWeb-Edu,5.2723,4.5074,6.0058,0.0007,5.7212,4.8281,6.5713,0.0007 |
| language,frontloading.arc_challenge,permissiveness | 16384 | MV - Nemotron,-10.6655,-13.0546,-8.189,0.0007,-10.6897,-13.1918,-8.1034,0.0007 |
| language,frontloading.arc_easy,permissiveness | 16384 | MV - Nemotron,-9.9327,-11.532,-8.4165,0.0007,-9.9145,-11.5812,-8.2906,0.0007 |
| language,frontloading.boolq,permissiveness | 16384 | MV - Nemotron,-6.8807,-8.4717,-5.3211,0.0007,-6.956,-8.4949,-5.4171,0.0007 |
| language,frontloading.commonsense_qa,permissiveness | 16384 | MV - Nemotron,-12.8583,-15.8907,-9.828,0.0007,-13.6116,-17.9673,-9.4374,0.0007 |
| language,frontloading.copa,permissiveness | 16384 | MV - Nemotron,-14.0,-22.0,-6.0,0.002,-10.9091,-23.6364,1.8182,0.1309 |
| language,frontloading.hellaswag,permissiveness | 16384 | MV - Nemotron,-14.5589,-15.3358,-13.7918,0.0007,-14.5734,-15.3608,-13.7757,0.0007 |
| language,frontloading.mmlu,permissiveness | 16384 | MV - Nemotron,-8.4318,-9.3363,-7.5132,0.0007,-8.4008,-9.3175,-7.491,0.0007 |
| language,frontloading.openbookqa,permissiveness | 16384 | MV - Nemotron,-6.4,-9.8,-3.0,0.0007,-6.213,-10.0592,-2.3669,0.0034 |
| language,frontloading.piqa,permissiveness | 16384 | MV - Nemotron,-8.1066,-9.9021,-6.3112,0.0007,-8.0044,-9.7588,-6.3048,0.0007 |
| language,frontloading.winogrande,permissiveness | 16384 | MV - Nemotron,-4.8934,-7.8137,-1.7364,0.0032,-5.04,-8.0,-2.08,0.0007 |
| language,frontloading.avg,permissiveness | 16384 | MV - Nemotron,-9.6209,-10.5607,-8.6477,0.0005,-9.4013,-10.6942,-8.0513,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 16384 | MV - FineWeb-Edu,-8.5324,-11.0943,-5.9727,0.0007,-8.5345,-11.1207,-6.1185,0.0007 |
| language,frontloading.arc_easy,permissiveness | 16384 | MV - FineWeb-Edu,-8.2071,-9.8064,-6.6498,0.0007,-8.1624,-9.7863,-6.7094,0.0007 |
| language,frontloading.boolq,permissiveness | 16384 | MV - FineWeb-Edu,-4.9541,-6.4526,-3.5168,0.0007,-5.0785,-6.6174,-3.5396,0.0007 |
| language,frontloading.commonsense_qa,permissiveness | 16384 | MV - FineWeb-Edu,-7.6167,-10.647,-4.5864,0.0007,-8.7114,-13.0717,-4.3557,0.0007 |
| language,frontloading.copa,permissiveness | 16384 | MV - FineWeb-Edu,-12.0,-19.0,-5.0,0.0007,-14.5455,-25.4545,-3.6364,0.0084 |
| language,frontloading.hellaswag,permissiveness | 16384 | MV - FineWeb-Edu,-9.3906,-10.048,-8.6537,0.0007,-9.3999,-10.1079,-8.6324,0.0007 |
| language,frontloading.mmlu,permissiveness | 16384 | MV - FineWeb-Edu,-5.2841,-6.2101,-4.3511,0.0007,-5.2424,-6.152,-4.3257,0.0007 |
| language,frontloading.openbookqa,permissiveness | 16384 | MV - FineWeb-Edu,-10.0,-13.6,-6.2,0.0007,-10.9467,-15.6805,-6.5089,0.0007 |
| language,frontloading.piqa,permissiveness | 16384 | MV - FineWeb-Edu,-6.9097,-8.6507,-5.2231,0.0007,-6.9079,-8.6623,-5.3728,0.0007 |
| language,frontloading.winogrande,permissiveness | 16384 | MV - FineWeb-Edu,-4.1831,-7.0245,-1.026,0.0141,-4.16,-7.12,-1.28,0.0047 |
| language,frontloading.avg,permissiveness | 16384 | MV - FineWeb-Edu,-7.6157,-8.5347,-6.7293,0.0005,-8.0349,-9.3011,-6.8631,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 16384 | Comma - Nemotron,-10.4096,-12.8008,-7.9352,0.0007,-10.431,-12.8448,-8.1034,0.0007 |
| language,frontloading.arc_easy,permissiveness | 16384 | Comma - Nemotron,-9.4697,-11.069,-7.8704,0.0007,-9.5726,-11.2393,-7.9915,0.0007 |
| language,frontloading.boolq,permissiveness | 16384 | Comma - Nemotron,-1.2232,-2.63,0.2141,0.1053,-1.2311,-2.6477,0.2462,0.1247 |
| language,frontloading.commonsense_qa,permissiveness | 16384 | Comma - Nemotron,-12.6945,-15.6429,-9.7441,0.0007,-13.2486,-17.6044,-9.0744,0.0007 |
| language,frontloading.copa,permissiveness | 16384 | Comma - Nemotron,-8.0,-16.0,0.0,0.0692,-7.2727,-20.0,5.4545,0.3504 |
| language,frontloading.hellaswag,permissiveness | 16384 | Comma - Nemotron,-13.9813,-14.7779,-13.1448,0.0007,-13.9852,-14.7727,-13.1878,0.0007 |
| language,frontloading.mmlu,permissiveness | 16384 | Comma - Nemotron,-9.1226,-10.0128,-8.2182,0.0007,-9.1098,-10.005,-8.2719,0.0007 |
| language,frontloading.openbookqa,permissiveness | 16384 | Comma - Nemotron,-2.6,-5.8,0.8,0.1458,-0.5917,-4.7337,3.5503,0.8185 |
| language,frontloading.piqa,permissiveness | 16384 | Comma - Nemotron,-7.1817,-8.9227,-5.4407,0.0007,-7.0724,-8.7171,-5.318,0.0007 |
| language,frontloading.winogrande,permissiveness | 16384 | Comma - Nemotron,-3.4728,-6.472,-0.6314,0.0163,-3.44,-6.482,-0.32,0.0385 |
| language,frontloading.avg,permissiveness | 16384 | Comma - Nemotron,-7.5461,-8.4977,-6.6335,0.0005,-7.3461,-8.6453,-6.0289,0.0005 |
| language,frontloading.arc_challenge,permissiveness | 16384 | Comma - FineWeb-Edu,-8.2765,-10.5802,-5.9727,0.0007,-8.2759,-10.6034,-6.0345,0.0007 |
| language,frontloading.arc_easy,permissiveness | 16384 | Comma - FineWeb-Edu,-7.7441,-9.3434,-6.1448,0.0007,-7.8205,-9.359,-6.2821,0.0007 |
| language,frontloading.boolq,permissiveness | 16384 | Comma - FineWeb-Edu,0.7034,-0.6728,2.2018,0.3125,0.6464,-0.7387,2.1553,0.3996 |
| language,frontloading.commonsense_qa,permissiveness | 16384 | Comma - FineWeb-Edu,-7.4529,-10.4832,-4.5045,0.0007,-8.3485,-12.7042,-3.8113,0.0021 |
| language,frontloading.copa,permissiveness | 16384 | Comma - FineWeb-Edu,-6.0,-13.0,1.0,0.1268,-10.9091,-21.8182,-1.8182,0.047 |
| language,frontloading.hellaswag,permissiveness | 16384 | Comma - FineWeb-Edu,-8.813,-9.5302,-8.0661,0.0007,-8.8118,-9.5594,-8.0642,0.0007 |
| language,frontloading.mmlu,permissiveness | 16384 | Comma - FineWeb-Edu,-5.9749,-6.8722,-5.0062,0.0007,-5.9514,-6.8037,-5.0918,0.0007 |
| language,frontloading.openbookqa,permissiveness | 16384 | Comma - FineWeb-Edu,-6.2,-9.6,-3.0,0.0007,-5.3254,-9.4675,-1.1834,0.0217 |
| language,frontloading.piqa,permissiveness | 16384 | Comma - FineWeb-Edu,-5.9848,-7.7258,-4.3526,0.0007,-5.9759,-7.5672,-4.386,0.0007 |
| language,frontloading.winogrande,permissiveness | 16384 | Comma - FineWeb-Edu,-2.7624,-5.6827,-0.0789,0.0544,-2.56,-5.52,0.16,0.0886 |
| language,frontloading.avg,permissiveness | 16384 | Comma - FineWeb-Edu,-5.5409,-6.4175,-4.6724,0.0005,-5.9798,-7.1301,-4.8784,0.0005 |
| language,frontloading.arc_challenge,interaction | 16384 | MV - non-permissive,1.5785,-1.2799,4.3526,0.462,1.5948,-1.2069,4.3976,0.418 |
| language,frontloading.arc_easy,interaction | 16384 | MV - non-permissive,2.1465,0.3157,3.8721,0.0614,2.1581,0.2991,3.9963,0.0591 |
| language,frontloading.boolq,interaction | 16384 | MV - non-permissive,5.7034,3.5011,7.7982,0.0017,5.6633,3.5703,7.7258,0.0018 |
| language,frontloading.commonsense_qa,interaction | 16384 | MV - non-permissive,2.9894,-1.1057,7.1253,0.3052,1.9056,-3.6298,7.804,0.6535 |
| language,frontloading.copa,interaction | 16384 | MV - non-permissive,-7.0,-16.0,1.0125,0.2286,-10.0,-23.6364,3.6364,0.329 |
| language,frontloading.hellaswag,interaction | 16384 | MV - non-permissive,4.3567,3.5999,5.1435,0.0017,4.3511,3.5736,5.1784,0.0018 |
| language,frontloading.mmlu,interaction | 16384 | MV - non-permissive,3.7423,2.6848,4.9424,0.0017,3.7957,2.7034,4.9166,0.0018 |
| language,frontloading.openbookqa,interaction | 16384 | MV - non-permissive,-0.5,-4.2,3.5025,0.9052,-1.4793,-6.213,3.1065,0.6535 |
| language,frontloading.piqa,interaction | 16384 | MV - non-permissive,-0.0272,-1.7682,1.741,0.9985,0.1096,-1.727,1.8914,0.945 |
| language,frontloading.winogrande,interaction | 16384 | MV - non-permissive,1.3812,-2.0916,4.9734,0.5553,1.2,-2.08,4.721,0.6535 |
| language,frontloading.avg,interaction | 16384 | MV - non-permissive,1.2226,0.1526,2.3271,0.0275,0.7616,-0.7764,2.268,0.2995 |
| language,frontloading.arc_challenge,interaction | 16384 | Comma - non-permissive,1.0666,-1.6212,3.7543,0.5895,1.3362,-1.4655,3.9235,0.4764 |
| language,frontloading.arc_easy,interaction | 16384 | Comma - non-permissive,3.0303,1.1574,4.8616,0.0079,2.9701,1.1538,4.7863,0.0079 |
| language,frontloading.boolq,interaction | 16384 | Comma - non-permissive,9.3425,7.0791,11.6514,0.0017,9.3259,7.0168,11.7113,0.0018 |
| language,frontloading.commonsense_qa,interaction | 16384 | Comma - non-permissive,2.9075,-0.7381,6.6779,0.2286,3.7205,-1.5426,8.9837,0.3318 |
| language,frontloading.copa,interaction | 16384 | Comma - non-permissive,-1.0,-9.0,7.0,0.9203,-2.7273,-14.5455,11.8182,0.7881 |
| language,frontloading.hellaswag,interaction | 16384 | Comma - non-permissive,3.4505,2.6887,4.2272,0.0017,3.444,2.6511,4.2464,0.0018 |
| language,frontloading.mmlu,interaction | 16384 | Comma - non-permissive,2.3537,1.2176,3.5038,0.0017,2.3777,1.2067,3.4591,0.0018 |
| language,frontloading.openbookqa,interaction | 16384 | Comma - non-permissive,4.5,1.1,7.9,0.0479,5.6213,1.0355,10.3587,0.0344 |
| language,frontloading.piqa,interaction | 16384 | Comma - non-permissive,-1.0609,-2.9387,0.8705,0.4361,-1.0417,-3.0428,0.8224,0.418 |
| language,frontloading.winogrande,interaction | 16384 | Comma - non-permissive,-0.1184,-3.5527,3.236,0.9675,-0.08,-3.401,3.24,0.9775 |
| language,frontloading.avg,interaction | 16384 | Comma - non-permissive,2.0386,1.0598,3.094,0.001,2.0818,0.6475,3.5368,0.007 |
|
|
