arm,committee,aggregation,mean_abs_log_error,mae_cad,mdape,rmse_log,p90_abs_log_error,p95_abs_log_error,bias_log,severe_rate,n A_hedonic,none,model,0.1979251606964042,95867.64933324595,0.1315979618893146,0.2912214722391947,0.4359403189941982,0.6488149138238946,-0.003652738484054442,0.2909604858125022,83489.0 B_hierarchical,none,model,0.18546824946244722,90071.80772957353,0.11734243023333302,0.28386704967881665,0.4154463536868226,0.6550377569388846,0.015761042715615674,0.2524883517589144,83489.0 C_catboost,none,model,0.19121337794060425,94518.06451548066,0.12420639584980409,0.2894000309302015,0.4130913315983456,0.6590975068806568,0.012002588881544969,0.2653762771143504,83489.0 C_gbm,none,model,0.19253066496579505,94552.6669343487,0.12666610869924133,0.28782510613195145,0.41801318246215613,0.6508809896230991,0.008201637345222517,0.273892369054606,83489.0 C_xgboost,none,model,0.1915589848422451,95645.05107250281,0.12135427867383508,0.29540007441498034,0.4254431415148513,0.6888035412177579,0.04612140042763994,0.2608966450670148,83489.0 D_avm,none,model,0.17990472006046368,88511.94587625634,0.11242545941537896,0.2775101759187976,0.39923512815628787,0.6433706067447303,0.0023498750222177163,0.23932494101019297,83489.0 E_single_llm,mixed_random,median,0.1952999223487625,96343.65000000007,0.08606270251335485,0.32037092614578466,0.605008800534372,0.8464376869734441,0.11039476057625937,0.26666666666666666,60.0 F_independent,mixed_random,median,0.18587053154303357,92553.33915803811,0.08987815800321519,0.3103782493005791,0.5837464197516442,0.8051454444335208,0.10660063150501733,0.23333333333333334,60.0 G_debate_r2,mixed_random,median,0.1888295841931927,93534.93271751267,0.08881444397229393,0.3135314565052563,0.5874272699870523,0.82772064059921,0.10233449088265743,0.25,60.0