autogluon/fev-bench

1model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper2Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.03Toto-2.0-2.5B,Toto-2.0-1B,0.75,0.55,0.9,0.009,-0.004,0.0264Toto-2.0-2.5B,Toto-2.0-313m,0.9,0.75,1.0,0.02,-0.002,0.0535Toto-2.0-2.5B,TimesFM-3,0.9,0.75,1.0,0.016,-0.064,0.0676Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.068,0.033,0.1177Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.063,0.029,0.0978Toto-2.0-2.5B,t0-beta,1.0,1.0,1.0,0.078,0.056,0.1039Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.129,0.058,0.22510Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.13,0.069,0.20511Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.14,0.077,0.22212Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.146,0.095,0.20413Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.169,0.091,0.26314Toto-2.0-2.5B,TS-ICL,1.0,1.0,1.0,0.147,0.088,0.22815Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.131,0.047,0.22216Toto-2.0-2.5B,FlowState,0.95,0.85,1.0,0.171,0.084,0.25517Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.26,0.189,0.33218Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.69,0.609,0.76619Toto-2.0-1B,Toto-2.0-2.5B,0.25,0.1,0.45,-0.009,-0.027,0.00420Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.021Toto-2.0-1B,Toto-2.0-313m,0.8,0.6,0.95,0.011,-0.002,0.0322Toto-2.0-1B,TimesFM-3,0.8,0.6,0.95,0.007,-0.09,0.06623Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.059,0.03,0.09724Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.055,0.005,0.09525Toto-2.0-1B,t0-beta,1.0,1.0,1.0,0.07,0.051,0.09226Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.121,0.056,0.20527Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.122,0.068,0.18728Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.132,0.076,0.20529Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.138,0.091,0.19130Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.161,0.088,0.24831Toto-2.0-1B,TS-ICL,1.0,1.0,1.0,0.14,0.086,0.20932Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.123,0.025,0.22333Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.163,0.068,0.25434Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.253,0.186,0.3235Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.688,0.607,0.76336Toto-2.0-313m,Toto-2.0-2.5B,0.1,0.0,0.25,-0.02,-0.056,0.00237Toto-2.0-313m,Toto-2.0-1B,0.2,0.05,0.4,-0.011,-0.03,0.00238Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.039Toto-2.0-313m,TimesFM-3,0.85,0.7,1.0,-0.003,-0.118,0.06540Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.049,0.028,0.07341Toto-2.0-313m,Chronos-2,0.9,0.75,1.0,0.044,-0.025,0.09342Toto-2.0-313m,t0-beta,0.95,0.85,1.0,0.06,0.035,0.08743Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.111,0.054,0.18144Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.112,0.065,0.16545Toto-2.0-313m,TiRex-2,1.0,1.0,1.0,0.123,0.074,0.18246Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.128,0.087,0.18247Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.152,0.086,0.22748Toto-2.0-313m,TS-ICL,1.0,1.0,1.0,0.13,0.083,0.18849Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.114,-0.005,0.2250Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.154,0.045,0.25151Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.245,0.185,0.30452Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.684,0.602,0.76353TimesFM-3,Toto-2.0-2.5B,0.1,0.0,0.25,-0.017,-0.072,0.0654TimesFM-3,Toto-2.0-1B,0.2,0.05,0.4,-0.008,-0.071,0.08355TimesFM-3,Toto-2.0-313m,0.15,0.0,0.3,0.003,-0.069,0.10656TimesFM-3,TimesFM-3,0.5,0.5,0.5,0.0,0.0,0.057TimesFM-3,Toto-2.0-22m,0.4,0.2,0.6,0.052,-0.016,0.16358TimesFM-3,Chronos-2,0.75,0.55,0.95,0.048,0.016,0.09559TimesFM-3,t0-beta,0.8,0.6,0.95,0.063,0.012,0.14460TimesFM-3,Toto-1.0,0.75,0.55,0.9,0.114,0.013,0.26561TimesFM-3,Toto-2.0-4m,0.9,0.75,1.0,0.115,0.03,0.24662TimesFM-3,TiRex-2,1.0,1.0,1.0,0.126,0.04,0.2663TimesFM-3,TimesFM-2.5,1.0,1.0,1.0,0.131,0.061,0.22964TimesFM-3,TiRex,0.85,0.7,1.0,0.155,0.054,0.29465TimesFM-3,TS-ICL,0.95,0.85,1.0,0.133,0.048,0.26466TimesFM-3,TabPFN-TS-3,1.0,1.0,1.0,0.117,0.077,0.17867TimesFM-3,FlowState,0.95,0.85,1.0,0.157,0.098,0.22168TimesFM-3,Chronos-Bolt,1.0,1.0,1.0,0.248,0.157,0.35869TimesFM-3,Seasonal Naive,1.0,1.0,1.0,0.685,0.595,0.76170Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.073,-0.133,-0.03471Toto-2.0-22m,Toto-2.0-1B,0.0,0.0,0.0,-0.063,-0.107,-0.03172Toto-2.0-22m,Toto-2.0-313m,0.0,0.0,0.0,-0.052,-0.079,-0.02973Toto-2.0-22m,TimesFM-3,0.6,0.4,0.8,-0.055,-0.194,0.01674Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.075Toto-2.0-22m,Chronos-2,0.8,0.6,0.95,-0.005,-0.088,0.04476Toto-2.0-22m,t0-beta,0.9,0.75,1.0,0.011,-0.026,0.03877Toto-2.0-22m,Toto-1.0,0.9,0.75,1.0,0.065,0.023,0.12378Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.066,0.036,0.179Toto-2.0-22m,TiRex-2,1.0,1.0,1.0,0.077,0.044,0.1280Toto-2.0-22m,TimesFM-2.5,0.95,0.85,1.0,0.084,0.052,0.12181Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.108,0.057,0.16882Toto-2.0-22m,TS-ICL,0.9,0.75,1.0,0.085,0.052,0.12683Toto-2.0-22m,TabPFN-TS-3,0.9,0.75,1.0,0.068,-0.074,0.16884Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.111,-0.022,0.21385Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.206,0.157,0.25786Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.668,0.584,0.74587Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.068,-0.107,-0.0388Chronos-2,Toto-2.0-1B,0.05,0.0,0.15,-0.058,-0.105,-0.00589Chronos-2,Toto-2.0-313m,0.1,0.0,0.25,-0.046,-0.103,0.02490Chronos-2,TimesFM-3,0.25,0.05,0.45,-0.05,-0.105,-0.01691Chronos-2,Toto-2.0-22m,0.2,0.05,0.4,0.005,-0.046,0.08192Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.093Chronos-2,t0-beta,0.4,0.2,0.6,0.016,-0.018,0.06294Chronos-2,Toto-1.0,0.35,0.15,0.55,0.07,-0.014,0.18595Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.071,0.004,0.17196Chronos-2,TiRex-2,0.8,0.6,0.95,0.082,0.016,0.18597Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.088,0.033,0.15598Chronos-2,TiRex,0.85,0.7,1.0,0.113,0.032,0.22299Chronos-2,TS-ICL,0.95,0.85,1.0,0.09,0.026,0.189100Chronos-2,TabPFN-TS-3,0.9,0.75,1.0,0.072,0.011,0.147101Chronos-2,FlowState,0.85,0.65,1.0,0.115,0.05,0.188102Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.21,0.134,0.3103Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.669,0.582,0.746104t0-beta,Toto-2.0-2.5B,0.0,0.0,0.0,-0.085,-0.115,-0.059105t0-beta,Toto-2.0-1B,0.0,0.0,0.0,-0.075,-0.102,-0.054106t0-beta,Toto-2.0-313m,0.05,0.0,0.15,-0.063,-0.096,-0.036107t0-beta,TimesFM-3,0.2,0.05,0.4,-0.067,-0.169,-0.013108t0-beta,Toto-2.0-22m,0.1,0.0,0.25,-0.011,-0.039,0.025109t0-beta,Chronos-2,0.6,0.4,0.8,-0.016,-0.067,0.018110t0-beta,t0-beta,0.5,0.5,0.5,0.0,0.0,0.0111t0-beta,Toto-1.0,0.5,0.3,0.7,0.055,-0.008,0.138112t0-beta,Toto-2.0-4m,0.6,0.4,0.8,0.056,0.007,0.121113t0-beta,TiRex-2,0.75,0.55,0.95,0.067,0.018,0.139114t0-beta,TimesFM-2.5,0.85,0.7,1.0,0.073,0.038,0.113115t0-beta,TiRex,0.7,0.5,0.9,0.098,0.032,0.181116t0-beta,TS-ICL,0.9,0.75,1.0,0.075,0.029,0.145117t0-beta,TabPFN-TS-3,0.9,0.75,1.0,0.057,-0.051,0.151118t0-beta,FlowState,0.9,0.75,1.0,0.101,0.001,0.187119t0-beta,Chronos-Bolt,1.0,1.0,1.0,0.197,0.139,0.259120t0-beta,Seasonal Naive,1.0,1.0,1.0,0.664,0.584,0.741121Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.148,-0.291,-0.061122Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.137,-0.257,-0.06123Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.125,-0.222,-0.057124Toto-1.0,TimesFM-3,0.25,0.1,0.45,-0.129,-0.361,-0.013125Toto-1.0,Toto-2.0-22m,0.1,0.0,0.25,-0.07,-0.141,-0.024126Toto-1.0,Chronos-2,0.65,0.45,0.85,-0.075,-0.227,0.014127Toto-1.0,t0-beta,0.5,0.3,0.7,-0.058,-0.161,0.008128Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0129Toto-1.0,Toto-2.0-4m,0.6,0.4,0.8,0.001,-0.04,0.028130Toto-1.0,TiRex-2,0.8,0.65,0.95,0.013,-0.041,0.047131Toto-1.0,TimesFM-2.5,0.75,0.55,0.95,0.02,-0.047,0.073132Toto-1.0,TiRex,0.75,0.55,0.9,0.046,0.0,0.095133Toto-1.0,TS-ICL,0.8,0.65,0.95,0.022,-0.018,0.052134Toto-1.0,TabPFN-TS-3,0.8,0.6,0.95,0.003,-0.211,0.127135Toto-1.0,FlowState,0.75,0.55,0.9,0.049,-0.131,0.178136Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.151,0.089,0.21137Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.645,0.563,0.725138Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.149,-0.258,-0.075139Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.139,-0.23,-0.073140Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.126,-0.198,-0.069141Toto-2.0-4m,TimesFM-3,0.1,0.0,0.25,-0.13,-0.326,-0.031142Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.071,-0.112,-0.038143Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.076,-0.207,-0.004144Toto-2.0-4m,t0-beta,0.4,0.2,0.6,-0.059,-0.138,-0.007145Toto-2.0-4m,Toto-1.0,0.4,0.2,0.6,-0.001,-0.029,0.038146Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0147Toto-2.0-4m,TiRex-2,0.65,0.45,0.85,0.012,-0.009,0.034148Toto-2.0-4m,TimesFM-2.5,0.6,0.4,0.8,0.019,-0.028,0.056149Toto-2.0-4m,TiRex,0.8,0.649,0.95,0.045,0.016,0.082150Toto-2.0-4m,TS-ICL,0.8,0.65,0.95,0.021,0.0,0.04151Toto-2.0-4m,TabPFN-TS-3,0.75,0.55,0.95,0.002,-0.182,0.109152Toto-2.0-4m,FlowState,0.85,0.7,1.0,0.048,-0.128,0.162153Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.15,0.107,0.197154Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.644,0.559,0.727155TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.163,-0.286,-0.084156TiRex-2,Toto-2.0-1B,0.0,0.0,0.0,-0.152,-0.258,-0.082157TiRex-2,Toto-2.0-313m,0.0,0.0,0.0,-0.14,-0.222,-0.08158TiRex-2,TimesFM-3,0.0,0.0,0.0,-0.144,-0.352,-0.041159TiRex-2,Toto-2.0-22m,0.0,0.0,0.0,-0.084,-0.136,-0.046160TiRex-2,Chronos-2,0.2,0.05,0.4,-0.089,-0.227,-0.017161TiRex-2,t0-beta,0.25,0.05,0.45,-0.072,-0.162,-0.019162TiRex-2,Toto-1.0,0.2,0.05,0.35,-0.013,-0.049,0.039163TiRex-2,Toto-2.0-4m,0.35,0.15,0.55,-0.012,-0.035,0.009164TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0165TiRex-2,TimesFM-2.5,0.65,0.45,0.85,0.007,-0.056,0.053166TiRex-2,TiRex,0.65,0.45,0.85,0.034,0.004,0.075167TiRex-2,TS-ICL,0.6,0.4,0.8,0.009,-0.011,0.03168TiRex-2,TabPFN-TS-3,0.75,0.6,0.9,-0.01,-0.207,0.11169TiRex-2,FlowState,0.75,0.55,0.95,0.036,-0.151,0.155170TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.14,0.099,0.185171TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.64,0.55,0.728172TimesFM-2.5,Toto-2.0-2.5B,0.0,0.0,0.0,-0.171,-0.256,-0.105173TimesFM-2.5,Toto-2.0-1B,0.0,0.0,0.0,-0.16,-0.236,-0.1174TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.147,-0.223,-0.095175TimesFM-2.5,TimesFM-3,0.0,0.0,0.0,-0.151,-0.297,-0.065176TimesFM-2.5,Toto-2.0-22m,0.05,0.0,0.15,-0.091,-0.138,-0.055177TimesFM-2.5,Chronos-2,0.25,0.1,0.45,-0.097,-0.183,-0.034178TimesFM-2.5,t0-beta,0.15,0.0,0.3,-0.079,-0.127,-0.039179TimesFM-2.5,Toto-1.0,0.25,0.05,0.45,-0.02,-0.079,0.045180TimesFM-2.5,Toto-2.0-4m,0.4,0.2,0.6,-0.019,-0.059,0.027181TimesFM-2.5,TiRex-2,0.35,0.15,0.55,-0.007,-0.056,0.053182TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0183TimesFM-2.5,TiRex,0.6,0.4,0.8,0.027,-0.018,0.086184TimesFM-2.5,TS-ICL,0.55,0.3,0.75,0.002,-0.039,0.052185TimesFM-2.5,TabPFN-TS-3,0.6,0.4,0.8,-0.017,-0.149,0.071186TimesFM-2.5,FlowState,0.7,0.5,0.9,0.03,-0.104,0.121187TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.134,0.092,0.179188TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.638,0.557,0.714189TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.203,-0.356,-0.1190TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.192,-0.33,-0.096191TiRex,Toto-2.0-313m,0.0,0.0,0.0,-0.179,-0.294,-0.094192TiRex,TimesFM-3,0.15,0.0,0.3,-0.183,-0.416,-0.057193TiRex,Toto-2.0-22m,0.05,0.0,0.15,-0.122,-0.202,-0.061194TiRex,Chronos-2,0.15,0.0,0.3,-0.127,-0.285,-0.033195TiRex,t0-beta,0.3,0.1,0.5,-0.109,-0.221,-0.033196TiRex,Toto-1.0,0.25,0.1,0.45,-0.048,-0.105,-0.0197TiRex,Toto-2.0-4m,0.2,0.05,0.351,-0.047,-0.089,-0.016198TiRex,TiRex-2,0.35,0.15,0.55,-0.035,-0.081,-0.004199TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.028,-0.095,0.018200TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0201TiRex,TS-ICL,0.45,0.25,0.65,-0.026,-0.065,0.001202TiRex,TabPFN-TS-3,0.7,0.5,0.9,-0.045,-0.247,0.06203TiRex,FlowState,0.7,0.5,0.9,0.003,-0.19,0.122204TiRex,Chronos-Bolt,0.9,0.75,1.0,0.11,0.064,0.155205TiRex,Seasonal Naive,1.0,1.0,1.0,0.627,0.54,0.71206TS-ICL,Toto-2.0-2.5B,0.0,0.0,0.0,-0.173,-0.296,-0.096207TS-ICL,Toto-2.0-1B,0.0,0.0,0.0,-0.162,-0.264,-0.095208TS-ICL,Toto-2.0-313m,0.0,0.0,0.0,-0.15,-0.232,-0.091209TS-ICL,TimesFM-3,0.05,0.0,0.15,-0.154,-0.359,-0.051210TS-ICL,Toto-2.0-22m,0.1,0.0,0.25,-0.093,-0.144,-0.055211TS-ICL,Chronos-2,0.05,0.0,0.15,-0.099,-0.234,-0.027212TS-ICL,t0-beta,0.1,0.0,0.25,-0.081,-0.169,-0.03213TS-ICL,Toto-1.0,0.2,0.05,0.35,-0.022,-0.055,0.018214TS-ICL,Toto-2.0-4m,0.2,0.05,0.35,-0.021,-0.041,-0.0215TS-ICL,TiRex-2,0.4,0.2,0.6,-0.009,-0.031,0.011216TS-ICL,TimesFM-2.5,0.45,0.25,0.7,-0.002,-0.055,0.037217TS-ICL,TiRex,0.55,0.35,0.75,0.025,-0.001,0.061218TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0219TS-ICL,TabPFN-TS-3,0.75,0.55,0.95,-0.019,-0.211,0.095220TS-ICL,FlowState,0.65,0.45,0.85,0.028,-0.153,0.141221TS-ICL,Chronos-Bolt,1.0,1.0,1.0,0.132,0.093,0.176222TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.637,0.552,0.72223TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.151,-0.285,-0.049224TabPFN-TS-3,Toto-2.0-1B,0.05,0.0,0.15,-0.141,-0.286,-0.025225TabPFN-TS-3,Toto-2.0-313m,0.05,0.0,0.15,-0.128,-0.282,0.005226TabPFN-TS-3,TimesFM-3,0.0,0.0,0.0,-0.132,-0.216,-0.084227TabPFN-TS-3,Toto-2.0-22m,0.1,0.0,0.25,-0.073,-0.202,0.069228TabPFN-TS-3,Chronos-2,0.1,0.0,0.25,-0.078,-0.172,-0.012229TabPFN-TS-3,t0-beta,0.1,0.0,0.25,-0.061,-0.178,0.048230TabPFN-TS-3,Toto-1.0,0.2,0.05,0.4,-0.003,-0.146,0.175231TabPFN-TS-3,Toto-2.0-4m,0.25,0.05,0.45,-0.002,-0.123,0.154232TabPFN-TS-3,TiRex-2,0.25,0.1,0.4,0.01,-0.124,0.172233TabPFN-TS-3,TimesFM-2.5,0.4,0.2,0.6,0.017,-0.077,0.13234TabPFN-TS-3,TiRex,0.3,0.1,0.5,0.043,-0.064,0.198235TabPFN-TS-3,TS-ICL,0.25,0.05,0.45,0.019,-0.105,0.174236TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0237TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.046,-0.042,0.123238TabPFN-TS-3,Chronos-Bolt,0.85,0.65,1.0,0.148,0.036,0.276239TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.644,0.549,0.724240FlowState,Toto-2.0-2.5B,0.05,0.0,0.15,-0.206,-0.343,-0.092241FlowState,Toto-2.0-1B,0.05,0.0,0.15,-0.195,-0.34,-0.073242FlowState,Toto-2.0-313m,0.05,0.0,0.15,-0.182,-0.334,-0.047243FlowState,TimesFM-3,0.05,0.0,0.15,-0.186,-0.284,-0.109244FlowState,Toto-2.0-22m,0.1,0.0,0.25,-0.124,-0.271,0.021245FlowState,Chronos-2,0.15,0.0,0.35,-0.13,-0.232,-0.053246FlowState,t0-beta,0.1,0.0,0.25,-0.112,-0.23,-0.001247FlowState,Toto-1.0,0.25,0.1,0.45,-0.051,-0.217,0.116248FlowState,Toto-2.0-4m,0.15,0.0,0.3,-0.05,-0.194,0.113249FlowState,TiRex-2,0.25,0.05,0.45,-0.037,-0.184,0.131250FlowState,TimesFM-2.5,0.3,0.1,0.5,-0.03,-0.137,0.094251FlowState,TiRex,0.3,0.1,0.5,-0.003,-0.139,0.159252FlowState,TS-ICL,0.35,0.15,0.55,-0.028,-0.164,0.132253FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.048,-0.141,0.04254FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0255FlowState,Chronos-Bolt,0.8,0.649,0.95,0.107,0.023,0.228256FlowState,Seasonal Naive,1.0,1.0,1.0,0.626,0.538,0.704257Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.351,-0.498,-0.233258Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.339,-0.471,-0.228259Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.325,-0.437,-0.227260Chronos-Bolt,TimesFM-3,0.0,0.0,0.0,-0.329,-0.558,-0.186261Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.26,-0.345,-0.186262Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.266,-0.429,-0.154263Chronos-Bolt,t0-beta,0.0,0.0,0.0,-0.246,-0.35,-0.161264Chronos-Bolt,Toto-1.0,0.05,0.0,0.15,-0.177,-0.267,-0.098265Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.176,-0.246,-0.12266Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.162,-0.227,-0.11267Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.154,-0.218,-0.101268Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.123,-0.183,-0.069269Chronos-Bolt,TS-ICL,0.0,0.0,0.0,-0.152,-0.214,-0.102270Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.35,-0.174,-0.382,-0.037271Chronos-Bolt,FlowState,0.2,0.05,0.351,-0.12,-0.295,-0.023272Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0273Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.582,0.486,0.675274Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-2.229,-3.277,-1.556275Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-2.201,-3.228,-1.546276Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-2.166,-3.211,-1.516277Seasonal Naive,TimesFM-3,0.0,0.0,0.0,-2.177,-3.181,-1.472278Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-2.011,-2.926,-1.406279Seasonal Naive,Chronos-2,0.0,0.0,0.0,-2.025,-2.936,-1.394280Seasonal Naive,t0-beta,0.0,0.0,0.0,-1.977,-2.865,-1.402281Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.814,-2.639,-1.287282Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.811,-2.664,-1.269283Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.778,-2.67,-1.221284Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.759,-2.495,-1.259285Seasonal Naive,TiRex,0.0,0.0,0.0,-1.684,-2.448,-1.175286Seasonal Naive,TS-ICL,0.0,0.0,0.0,-1.753,-2.574,-1.232287Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.806,-2.622,-1.215288Seasonal Naive,FlowState,0.0,0.0,0.0,-1.677,-2.381,-1.163289Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.39,-2.073,-0.945290Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0291