autogluon/fev-bench

1model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper2Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.03Toto-2.0-1B,Toto-2.0-313m,0.708,0.5,0.875,0.01,-0.008,0.034Toto-2.0-1B,Toto-2.0-2.5B,0.417,0.208,0.625,0.004,-0.011,0.0175Toto-2.0-1B,TimesFM-3,0.708,0.5,0.875,0.02,-0.062,0.0846Toto-2.0-1B,Toto-2.0-22m,0.917,0.792,1.0,0.047,0.018,0.0797Toto-2.0-1B,Chronos-2,0.833,0.667,0.958,0.044,0.005,0.0788Toto-2.0-1B,t0-beta,0.917,0.792,1.0,0.063,0.044,0.0869Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.1,0.058,0.15610Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.112,0.062,0.17411Toto-2.0-1B,TiRex-2,0.958,0.875,1.0,0.113,0.062,0.1812Toto-2.0-1B,TimesFM-2.5,0.958,0.875,1.0,0.126,0.081,0.17813Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.134,0.084,0.19914Toto-2.0-1B,FlowState,0.875,0.75,1.0,0.125,0.046,0.20815Toto-2.0-1B,TS-ICL,0.958,0.875,1.0,0.122,0.068,0.18316Toto-2.0-1B,TabPFN-TS-3,0.917,0.792,1.0,0.125,0.042,0.20117Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.237,0.181,0.29918Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.624,0.537,0.70219Toto-2.0-313m,Toto-2.0-1B,0.292,0.125,0.5,-0.01,-0.031,0.00820Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.021Toto-2.0-313m,Toto-2.0-2.5B,0.333,0.166,0.542,-0.006,-0.039,0.01822Toto-2.0-313m,TimesFM-3,0.75,0.583,0.917,0.01,-0.085,0.07623Toto-2.0-313m,Toto-2.0-22m,0.917,0.792,1.0,0.038,0.02,0.05824Toto-2.0-313m,Chronos-2,0.75,0.583,0.917,0.035,-0.019,0.07325Toto-2.0-313m,t0-beta,0.958,0.875,1.0,0.054,0.034,0.07526Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.091,0.056,0.13427Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.103,0.059,0.15328Toto-2.0-313m,TiRex-2,0.958,0.875,1.0,0.104,0.06,0.15929Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.117,0.078,0.16430Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.125,0.08,0.18231Toto-2.0-313m,FlowState,0.875,0.75,1.0,0.117,0.026,0.20232Toto-2.0-313m,TS-ICL,0.958,0.875,1.0,0.113,0.073,0.15933Toto-2.0-313m,TabPFN-TS-3,0.958,0.875,1.0,0.117,0.027,0.19234Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.23,0.178,0.28635Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.62,0.531,0.69936Toto-2.0-2.5B,Toto-2.0-1B,0.583,0.375,0.792,-0.004,-0.017,0.0137Toto-2.0-2.5B,Toto-2.0-313m,0.667,0.458,0.834,0.006,-0.018,0.03838Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.039Toto-2.0-2.5B,TimesFM-3,0.708,0.542,0.875,0.016,-0.058,0.07540Toto-2.0-2.5B,Toto-2.0-22m,0.833,0.667,0.958,0.043,0.01,0.08741Toto-2.0-2.5B,Chronos-2,0.792,0.625,0.958,0.041,0.011,0.07142Toto-2.0-2.5B,t0-beta,0.875,0.708,1.0,0.06,0.037,0.08643Toto-2.0-2.5B,Toto-1.0,0.958,0.875,1.0,0.097,0.05,0.16244Toto-2.0-2.5B,Toto-2.0-4m,0.875,0.75,1.0,0.108,0.053,0.17845Toto-2.0-2.5B,TiRex-2,0.833,0.667,0.958,0.109,0.051,0.18946Toto-2.0-2.5B,TimesFM-2.5,0.958,0.875,1.0,0.122,0.075,0.17847Toto-2.0-2.5B,TiRex,0.917,0.792,1.0,0.13,0.073,0.20648Toto-2.0-2.5B,FlowState,0.875,0.75,1.0,0.122,0.05,0.20449Toto-2.0-2.5B,TS-ICL,0.958,0.875,1.0,0.119,0.062,0.18850Toto-2.0-2.5B,TabPFN-TS-3,0.875,0.749,1.0,0.122,0.049,0.1951Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.234,0.175,0.30152Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.622,0.534,0.70353TimesFM-3,Toto-2.0-1B,0.292,0.125,0.5,-0.02,-0.092,0.05954TimesFM-3,Toto-2.0-313m,0.25,0.083,0.417,-0.01,-0.083,0.07955TimesFM-3,Toto-2.0-2.5B,0.292,0.125,0.458,-0.016,-0.081,0.05556TimesFM-3,TimesFM-3,0.5,0.5,0.5,0.0,0.0,0.057TimesFM-3,Toto-2.0-22m,0.417,0.25,0.583,0.028,-0.047,0.12858TimesFM-3,Chronos-2,0.667,0.458,0.875,0.025,-0.017,0.07359TimesFM-3,t0-beta,0.917,0.792,1.0,0.045,-0.014,0.1260TimesFM-3,Toto-1.0,0.75,0.542,0.917,0.082,0.005,0.19161TimesFM-3,Toto-2.0-4m,0.875,0.708,1.0,0.094,0.023,0.19862TimesFM-3,TiRex-2,0.833,0.667,0.958,0.095,0.01,0.21163TimesFM-3,TimesFM-2.5,0.958,0.875,1.0,0.108,0.047,0.19564TimesFM-3,TiRex,0.875,0.708,1.0,0.116,0.032,0.23365TimesFM-3,FlowState,0.833,0.667,0.958,0.108,0.048,0.18166TimesFM-3,TS-ICL,0.875,0.75,1.0,0.104,0.022,0.21567TimesFM-3,TabPFN-TS-3,0.958,0.875,1.0,0.108,0.076,0.13768TimesFM-3,Chronos-Bolt,0.917,0.792,1.0,0.222,0.135,0.32469TimesFM-3,Seasonal Naive,1.0,1.0,1.0,0.616,0.521,0.70870Toto-2.0-22m,Toto-2.0-1B,0.083,0.0,0.208,-0.049,-0.086,-0.01871Toto-2.0-22m,Toto-2.0-313m,0.083,0.0,0.208,-0.039,-0.062,-0.02172Toto-2.0-22m,Toto-2.0-2.5B,0.167,0.042,0.333,-0.045,-0.095,-0.0173Toto-2.0-22m,TimesFM-3,0.583,0.417,0.75,-0.029,-0.146,0.04574Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.075Toto-2.0-22m,Chronos-2,0.625,0.458,0.792,-0.003,-0.074,0.04876Toto-2.0-22m,t0-beta,0.833,0.667,0.958,0.017,-0.019,0.04677Toto-2.0-22m,Toto-1.0,0.875,0.749,1.0,0.056,0.031,0.08578Toto-2.0-22m,Toto-2.0-4m,0.958,0.875,1.0,0.068,0.035,0.10579Toto-2.0-22m,TiRex-2,0.875,0.75,1.0,0.069,0.025,0.11880Toto-2.0-22m,TimesFM-2.5,0.875,0.708,1.0,0.083,0.043,0.1381Toto-2.0-22m,TiRex,0.875,0.75,1.0,0.091,0.048,0.14282Toto-2.0-22m,FlowState,0.875,0.75,1.0,0.082,-0.017,0.17483Toto-2.0-22m,TS-ICL,0.875,0.75,1.0,0.079,0.041,0.11584Toto-2.0-22m,TabPFN-TS-3,0.875,0.708,1.0,0.082,-0.02,0.15985Toto-2.0-22m,Chronos-Bolt,0.958,0.875,1.0,0.2,0.148,0.25486Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.605,0.513,0.68987Chronos-2,Toto-2.0-1B,0.167,0.042,0.333,-0.046,-0.085,-0.00588Chronos-2,Toto-2.0-313m,0.25,0.083,0.417,-0.036,-0.079,0.01989Chronos-2,Toto-2.0-2.5B,0.208,0.042,0.375,-0.042,-0.077,-0.01190Chronos-2,TimesFM-3,0.333,0.125,0.542,-0.026,-0.078,0.01791Chronos-2,Toto-2.0-22m,0.375,0.208,0.542,0.003,-0.05,0.06992Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.093Chronos-2,t0-beta,0.542,0.333,0.75,0.02,-0.017,0.06394Chronos-2,Toto-1.0,0.5,0.292,0.708,0.058,-0.002,0.14195Chronos-2,Toto-2.0-4m,0.667,0.458,0.833,0.07,0.005,0.15496Chronos-2,TiRex-2,0.792,0.625,0.958,0.071,0.011,0.16297Chronos-2,TimesFM-2.5,0.75,0.583,0.917,0.085,0.032,0.14998Chronos-2,TiRex,0.958,0.875,1.0,0.093,0.035,0.18499Chronos-2,FlowState,0.75,0.583,0.917,0.085,0.024,0.159100Chronos-2,TS-ICL,0.917,0.792,1.0,0.081,0.012,0.171101Chronos-2,TabPFN-TS-3,0.833,0.667,0.958,0.084,0.02,0.144102Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.202,0.13,0.286103Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.606,0.517,0.691104t0-beta,Toto-2.0-1B,0.083,0.0,0.208,-0.068,-0.094,-0.047105t0-beta,Toto-2.0-313m,0.042,0.0,0.125,-0.057,-0.081,-0.035106t0-beta,Toto-2.0-2.5B,0.125,0.0,0.292,-0.064,-0.094,-0.039107t0-beta,TimesFM-3,0.083,0.0,0.208,-0.047,-0.136,0.014108t0-beta,Toto-2.0-22m,0.167,0.042,0.333,-0.018,-0.048,0.019109t0-beta,Chronos-2,0.458,0.25,0.667,-0.02,-0.067,0.016110t0-beta,t0-beta,0.5,0.5,0.5,0.0,0.0,0.0111t0-beta,Toto-1.0,0.458,0.25,0.667,0.039,-0.005,0.096112t0-beta,Toto-2.0-4m,0.542,0.333,0.75,0.052,-0.001,0.111113t0-beta,TiRex-2,0.583,0.375,0.792,0.053,0.004,0.114114t0-beta,TimesFM-2.5,0.792,0.625,0.958,0.066,0.033,0.106115t0-beta,TiRex,0.75,0.542,0.917,0.075,0.027,0.141116t0-beta,FlowState,0.792,0.625,0.958,0.066,-0.011,0.148117t0-beta,TS-ICL,0.917,0.792,1.0,0.062,0.014,0.12118t0-beta,TabPFN-TS-3,0.875,0.708,1.0,0.066,-0.021,0.137119t0-beta,Chronos-Bolt,0.958,0.875,1.0,0.185,0.129,0.246120t0-beta,Seasonal Naive,1.0,1.0,1.0,0.598,0.511,0.681121Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.111,-0.184,-0.062122Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.101,-0.155,-0.059123Toto-1.0,Toto-2.0-2.5B,0.042,0.0,0.125,-0.107,-0.194,-0.053124Toto-1.0,TimesFM-3,0.25,0.083,0.458,-0.09,-0.236,-0.005125Toto-1.0,Toto-2.0-22m,0.125,0.0,0.251,-0.059,-0.093,-0.032126Toto-1.0,Chronos-2,0.5,0.292,0.708,-0.062,-0.164,0.002127Toto-1.0,t0-beta,0.542,0.333,0.75,-0.041,-0.106,0.005128Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0129Toto-1.0,Toto-2.0-4m,0.583,0.375,0.792,0.013,-0.005,0.035130Toto-1.0,TiRex-2,0.708,0.542,0.875,0.014,-0.025,0.044131Toto-1.0,TimesFM-2.5,0.646,0.458,0.833,0.028,-0.023,0.077132Toto-1.0,TiRex,0.729,0.542,0.896,0.037,0.006,0.068133Toto-1.0,FlowState,0.688,0.5,0.875,0.028,-0.102,0.132134Toto-1.0,TS-ICL,0.75,0.583,0.917,0.024,-0.018,0.06135Toto-1.0,TabPFN-TS-3,0.792,0.625,0.958,0.028,-0.109,0.115136Toto-1.0,Chronos-Bolt,0.896,0.77,1.0,0.152,0.099,0.209137Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.582,0.484,0.667138Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.126,-0.211,-0.066139Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.115,-0.18,-0.063140Toto-2.0-4m,Toto-2.0-2.5B,0.125,0.0,0.25,-0.121,-0.216,-0.056141Toto-2.0-4m,TimesFM-3,0.125,0.0,0.292,-0.104,-0.248,-0.024142Toto-2.0-4m,Toto-2.0-22m,0.042,0.0,0.125,-0.073,-0.118,-0.036143Toto-2.0-4m,Chronos-2,0.333,0.167,0.542,-0.076,-0.182,-0.005144Toto-2.0-4m,t0-beta,0.458,0.25,0.667,-0.054,-0.125,0.001145Toto-2.0-4m,Toto-1.0,0.417,0.208,0.625,-0.013,-0.036,0.005146Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0147Toto-2.0-4m,TiRex-2,0.667,0.458,0.875,0.001,-0.046,0.032148Toto-2.0-4m,TimesFM-2.5,0.625,0.417,0.792,0.016,-0.033,0.059149Toto-2.0-4m,TiRex,0.708,0.5,0.875,0.025,-0.02,0.06150Toto-2.0-4m,FlowState,0.708,0.5,0.875,0.015,-0.12,0.122151Toto-2.0-4m,TS-ICL,0.75,0.583,0.917,0.012,-0.037,0.054152Toto-2.0-4m,TabPFN-TS-3,0.792,0.625,0.958,0.015,-0.118,0.098153Toto-2.0-4m,Chronos-Bolt,0.917,0.792,1.0,0.141,0.083,0.2154Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.576,0.478,0.664155TiRex-2,Toto-2.0-1B,0.042,0.0,0.125,-0.127,-0.22,-0.066156TiRex-2,Toto-2.0-313m,0.042,0.0,0.125,-0.116,-0.189,-0.064157TiRex-2,Toto-2.0-2.5B,0.167,0.042,0.333,-0.123,-0.233,-0.054158TiRex-2,TimesFM-3,0.167,0.042,0.333,-0.105,-0.268,-0.01159TiRex-2,Toto-2.0-22m,0.125,0.0,0.25,-0.074,-0.133,-0.025160TiRex-2,Chronos-2,0.208,0.042,0.375,-0.077,-0.193,-0.011161TiRex-2,t0-beta,0.417,0.208,0.625,-0.056,-0.129,-0.004162TiRex-2,Toto-1.0,0.292,0.125,0.458,-0.014,-0.046,0.024163TiRex-2,Toto-2.0-4m,0.333,0.125,0.542,-0.001,-0.034,0.044164TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0165TiRex-2,TimesFM-2.5,0.667,0.458,0.833,0.015,-0.034,0.057166TiRex-2,TiRex,0.667,0.458,0.833,0.024,0.005,0.043167TiRex-2,FlowState,0.667,0.499,0.875,0.014,-0.129,0.124168TiRex-2,TS-ICL,0.625,0.417,0.833,0.01,-0.038,0.047169TiRex-2,TabPFN-TS-3,0.75,0.582,0.917,0.014,-0.149,0.117170TiRex-2,Chronos-Bolt,0.958,0.875,1.0,0.14,0.093,0.192171TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.576,0.477,0.663172TimesFM-2.5,Toto-2.0-1B,0.042,0.0,0.125,-0.144,-0.216,-0.088173TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.133,-0.196,-0.085174TimesFM-2.5,Toto-2.0-2.5B,0.042,0.0,0.125,-0.139,-0.216,-0.081175TimesFM-2.5,TimesFM-3,0.042,0.0,0.125,-0.121,-0.243,-0.049176TimesFM-2.5,Toto-2.0-22m,0.125,0.0,0.292,-0.09,-0.149,-0.045177TimesFM-2.5,Chronos-2,0.25,0.083,0.417,-0.093,-0.175,-0.033178TimesFM-2.5,t0-beta,0.208,0.042,0.375,-0.071,-0.119,-0.034179TimesFM-2.5,Toto-1.0,0.354,0.167,0.542,-0.029,-0.083,0.023180TimesFM-2.5,Toto-2.0-4m,0.375,0.208,0.583,-0.016,-0.062,0.032181TimesFM-2.5,TiRex-2,0.333,0.167,0.542,-0.015,-0.06,0.033182TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0183TimesFM-2.5,TiRex,0.521,0.312,0.708,0.009,-0.041,0.061184TimesFM-2.5,FlowState,0.646,0.458,0.833,-0.0,-0.105,0.092185TimesFM-2.5,TS-ICL,0.625,0.417,0.792,-0.004,-0.067,0.046186TimesFM-2.5,TabPFN-TS-3,0.667,0.458,0.833,-0.001,-0.121,0.082187TimesFM-2.5,Chronos-Bolt,0.896,0.75,1.0,0.127,0.078,0.178188TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.569,0.475,0.66189TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.154,-0.249,-0.091190TiRex,Toto-2.0-313m,0.0,0.0,0.0,-0.143,-0.222,-0.087191TiRex,Toto-2.0-2.5B,0.083,0.0,0.208,-0.15,-0.26,-0.079192TiRex,TimesFM-3,0.125,0.0,0.292,-0.132,-0.304,-0.034193TiRex,Toto-2.0-22m,0.125,0.0,0.25,-0.1,-0.165,-0.05194TiRex,Chronos-2,0.042,0.0,0.125,-0.103,-0.226,-0.036195TiRex,t0-beta,0.25,0.083,0.458,-0.081,-0.164,-0.028196TiRex,Toto-1.0,0.271,0.104,0.458,-0.039,-0.073,-0.006197TiRex,Toto-2.0-4m,0.292,0.125,0.5,-0.025,-0.064,0.019198TiRex,TiRex-2,0.333,0.167,0.542,-0.024,-0.045,-0.005199TiRex,TimesFM-2.5,0.479,0.292,0.688,-0.009,-0.065,0.04200TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0201TiRex,FlowState,0.604,0.417,0.792,-0.01,-0.156,0.1202TiRex,TS-ICL,0.583,0.375,0.792,-0.014,-0.072,0.03203TiRex,TabPFN-TS-3,0.708,0.5,0.875,-0.01,-0.178,0.095204TiRex,Chronos-Bolt,0.896,0.771,1.0,0.119,0.072,0.172205TiRex,Seasonal Naive,1.0,1.0,1.0,0.565,0.466,0.651206FlowState,Toto-2.0-1B,0.125,0.0,0.25,-0.143,-0.262,-0.048207FlowState,Toto-2.0-313m,0.125,0.0,0.25,-0.132,-0.254,-0.027208FlowState,Toto-2.0-2.5B,0.125,0.0,0.25,-0.139,-0.256,-0.052209FlowState,TimesFM-3,0.167,0.042,0.333,-0.121,-0.221,-0.051210FlowState,Toto-2.0-22m,0.125,0.0,0.25,-0.09,-0.211,0.017211FlowState,Chronos-2,0.25,0.083,0.417,-0.093,-0.189,-0.025212FlowState,t0-beta,0.208,0.042,0.375,-0.071,-0.173,0.011213FlowState,Toto-1.0,0.312,0.125,0.5,-0.029,-0.152,0.092214FlowState,Toto-2.0-4m,0.292,0.125,0.5,-0.016,-0.14,0.107215FlowState,TiRex-2,0.333,0.125,0.501,-0.014,-0.141,0.114216FlowState,TimesFM-2.5,0.354,0.167,0.542,0.0,-0.101,0.095217FlowState,TiRex,0.396,0.208,0.583,0.01,-0.112,0.135218FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0219FlowState,TS-ICL,0.5,0.292,0.708,-0.004,-0.132,0.113220FlowState,TabPFN-TS-3,0.542,0.333,0.75,-0.0,-0.106,0.08221FlowState,Chronos-Bolt,0.812,0.646,0.958,0.128,0.039,0.23222FlowState,Seasonal Naive,1.0,1.0,1.0,0.57,0.476,0.66223TS-ICL,Toto-2.0-1B,0.042,0.0,0.125,-0.139,-0.225,-0.073224TS-ICL,Toto-2.0-313m,0.042,0.0,0.125,-0.128,-0.189,-0.079225TS-ICL,Toto-2.0-2.5B,0.042,0.0,0.125,-0.134,-0.232,-0.066226TS-ICL,TimesFM-3,0.125,0.0,0.25,-0.117,-0.273,-0.023227TS-ICL,Toto-2.0-22m,0.125,0.0,0.25,-0.086,-0.129,-0.043228TS-ICL,Chronos-2,0.083,0.0,0.208,-0.088,-0.207,-0.012229TS-ICL,t0-beta,0.083,0.0,0.208,-0.067,-0.137,-0.014230TS-ICL,Toto-1.0,0.25,0.083,0.417,-0.025,-0.064,0.018231TS-ICL,Toto-2.0-4m,0.25,0.083,0.417,-0.012,-0.057,0.036232TS-ICL,TiRex-2,0.375,0.167,0.583,-0.011,-0.05,0.037233TS-ICL,TimesFM-2.5,0.375,0.208,0.583,0.004,-0.048,0.063234TS-ICL,TiRex,0.417,0.208,0.625,0.013,-0.031,0.067235TS-ICL,FlowState,0.5,0.292,0.708,0.004,-0.128,0.116236TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0237TS-ICL,TabPFN-TS-3,0.792,0.625,0.958,0.004,-0.133,0.09238TS-ICL,Chronos-Bolt,0.917,0.792,1.0,0.131,0.086,0.184239TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.571,0.479,0.658240TabPFN-TS-3,Toto-2.0-1B,0.083,0.0,0.208,-0.143,-0.251,-0.044241TabPFN-TS-3,Toto-2.0-313m,0.042,0.0,0.125,-0.132,-0.237,-0.028242TabPFN-TS-3,Toto-2.0-2.5B,0.125,0.0,0.251,-0.139,-0.234,-0.052243TabPFN-TS-3,TimesFM-3,0.042,0.0,0.125,-0.121,-0.158,-0.082244TabPFN-TS-3,Toto-2.0-22m,0.125,0.0,0.292,-0.09,-0.189,0.02245TabPFN-TS-3,Chronos-2,0.167,0.042,0.333,-0.092,-0.168,-0.02246TabPFN-TS-3,t0-beta,0.125,0.0,0.292,-0.07,-0.159,0.02247TabPFN-TS-3,Toto-1.0,0.208,0.042,0.375,-0.028,-0.13,0.099248TabPFN-TS-3,Toto-2.0-4m,0.208,0.042,0.375,-0.015,-0.109,0.105249TabPFN-TS-3,TiRex-2,0.25,0.083,0.418,-0.014,-0.133,0.129250TabPFN-TS-3,TimesFM-2.5,0.333,0.167,0.542,0.001,-0.089,0.108251TabPFN-TS-3,TiRex,0.292,0.125,0.5,0.01,-0.105,0.151252TabPFN-TS-3,FlowState,0.458,0.25,0.667,0.0,-0.087,0.096253TabPFN-TS-3,TS-ICL,0.208,0.042,0.375,-0.004,-0.099,0.117254TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0255TabPFN-TS-3,Chronos-Bolt,0.833,0.667,0.958,0.128,0.022,0.246256TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.57,0.462,0.674257Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.311,-0.426,-0.221258Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.298,-0.4,-0.216259Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.306,-0.432,-0.212260Chronos-Bolt,TimesFM-3,0.083,0.0,0.208,-0.285,-0.48,-0.156261Chronos-Bolt,Toto-2.0-22m,0.042,0.0,0.125,-0.249,-0.34,-0.174262Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.252,-0.4,-0.15263Chronos-Bolt,t0-beta,0.042,0.0,0.125,-0.227,-0.327,-0.148264Chronos-Bolt,Toto-1.0,0.104,0.0,0.23,-0.179,-0.264,-0.11265Chronos-Bolt,Toto-2.0-4m,0.083,0.0,0.208,-0.164,-0.25,-0.091266Chronos-Bolt,TiRex-2,0.042,0.0,0.125,-0.163,-0.237,-0.102267Chronos-Bolt,TimesFM-2.5,0.104,0.0,0.25,-0.146,-0.216,-0.084268Chronos-Bolt,TiRex,0.104,0.0,0.229,-0.135,-0.208,-0.077269Chronos-Bolt,FlowState,0.188,0.042,0.354,-0.146,-0.298,-0.04270Chronos-Bolt,TS-ICL,0.083,0.0,0.208,-0.151,-0.226,-0.094271Chronos-Bolt,TabPFN-TS-3,0.167,0.042,0.333,-0.147,-0.327,-0.023272Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0273Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.507,0.401,0.604274Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.656,-2.361,-1.16275Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.631,-2.325,-1.132276Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.646,-2.368,-1.145277Seasonal Naive,TimesFM-3,0.0,0.0,0.0,-1.604,-2.428,-1.087278Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.532,-2.216,-1.054279Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.538,-2.236,-1.07280Seasonal Naive,t0-beta,0.0,0.0,0.0,-1.488,-2.139,-1.043281Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.39,-2.004,-0.94282Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.36,-1.972,-0.914283Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.357,-1.967,-0.912284Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.323,-1.938,-0.904285Seasonal Naive,TiRex,0.0,0.0,0.0,-1.301,-1.867,-0.874286Seasonal Naive,FlowState,0.0,0.0,0.0,-1.323,-1.938,-0.909287Seasonal Naive,TS-ICL,0.0,0.0,0.0,-1.332,-1.922,-0.921288Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.324,-2.072,-0.858289Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.027,-1.526,-0.668290Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0291