1arm,committee,aggregation,mean_abs_log_error,mae_cad,mdape,rmse_log,p90_abs_log_error,p95_abs_log_error,bias_log,severe_rate,n2A_hedonic,none,model,0.19056946791554397,88962.27824737069,0.1261383454209658,0.28558909065239446,0.41217115040667923,0.6412362730233914,0.013618583750248209,0.27002630628771856,96935.03A_hedonic_spatial,none,model,0.20801062571921,76181.33292825938,0.15423514740326177,0.2791547951511308,0.41696715895971975,0.5518892814973193,-0.07831028054625164,0.35947930574098796,8988.04B_hierarchical,none,model,0.18187600949116897,84924.99753834389,0.11536119525433386,0.28115274073334334,0.4018910028084978,0.6451615863727795,0.02579966245896181,0.24189405271573736,96935.05C_catboost,none,model,0.1767604987174085,82153.26960725641,0.11131931731533751,0.27754825339154376,0.3746070321538506,0.6395025802936867,0.021168232529879198,0.22585237530303812,96935.06C_gbm,none,model,0.1792328866925307,83227.26022960231,0.11430491041298885,0.27764742605575565,0.38789861816190174,0.6298385851156596,0.02271069042338858,0.237881054314747,96935.07C_gbm_spatial,none,model,0.1763518946028651,65411.639113262514,0.1276167585876265,0.2577771782026851,0.35790597417131614,0.5374279261245916,0.04955299823898542,0.24087672452158435,8988.08C_xgboost,none,model,0.18017295155532076,85231.63019666045,0.11175024350649343,0.28571963176832177,0.392321604651832,0.6676807786962894,0.055103480801067965,0.2307319337700521,96935.09D_avm,none,model,0.17147330557935556,80059.33959627434,0.10540693711793758,0.270442687315783,0.3728942418667227,0.622153490812197,0.00977004534424576,0.21807396709134988,96935.010D_avm_spatial,none,model,0.16067798066287955,57680.926081571255,0.105282280102996,0.24842508174893368,0.3447192094830329,0.5267760726725146,0.04456846168044138,0.20371606586559857,8988.011E_single_llm,mixed_random,median,0.1655996928706865,76060.34999999999,0.10682121154412122,0.24969726544870055,0.35389917173016394,0.5075374999263345,0.012833498499068896,0.2375,80.012E_single_llm_small,mixed_random,median,0.18203351780088417,90124.74333333333,0.104388433055005,0.28714632299934145,0.40580466700827766,0.6338112828456033,0.037789439529514746,0.2733333333333333,300.013F_independent,mixed_random,median,0.15871028571985762,76763.9646233391,0.09051480582055721,0.23951744377938194,0.3141870403398491,0.4990352168129302,0.0033337688954587106,0.2125,80.014F_independent_small,mixed_random,median,0.1760399627264085,86595.7530120812,0.10009683423575366,0.28099870472078226,0.4173909383398498,0.5717959856627008,0.03527863680924263,0.25666666666666665,300.015G_debate_r2,mixed_random,median,0.1575785832187693,73765.25269372298,0.08652249890782016,0.24345526990510352,0.30688308911761475,0.4930899944960976,-0.0035708238551207527,0.225,80.016G_debate_r2_small,mixed_random,median,0.1802127691886514,88861.48736469213,0.10620271149954386,0.2832582650822766,0.41298057267289984,0.6023681931284645,0.027614100901086895,0.28,300.017H_debate_skeptic,mixed_random,median,0.15764573155979728,73923.03469579441,0.09222966587408982,0.24188736019509047,0.32154543451937906,0.49293028995382515,-0.0016640163135728026,0.225,80.018I_placebo,mixed_random,median,0.15739760350653925,75094.83911232911,0.09280867956572036,0.23946202509195602,0.32067538049194744,0.49748578082971523,0.0037941026894839245,0.2125,80.019J_cost_matched,mixed_random,median,0.1633342294817131,75760.35,0.11803751803751789,0.2486924463276386,0.34728360163289307,0.4969832640370402,0.009405787879217864,0.25,80.020