player_type,log_worth,worth,se_log_worth,n_slots,z_value,p_value,elo,se_elo,mu,sigma
GLM-5.3-Simple-Per-5,0.768898504788685,2.15738859133111,0.100658597134696,2,7.63867694042852,2.19465201676643e-14,1633.5713511093545,17.48618931668838,0.768898504788685,0.100658597134696
GPT-6.1-Sol-Simple-Per-5,0.571678603350195,1.771237763056,0.0990791848157601,2,5.76991629890016,7.9310916069579e-09,1599.3107451428589,17.211817294782826,0.571678603350195,0.0990791848157601
Opus-5.5-Simple-Per-5,0.54018699185286,1.71632777149032,0.0977294176704051,2,5.52737348415043,3.25060478550766e-08,1593.840091903046,16.977338725550034,0.54018699185286,0.0977294176704051
Kimi-K2.7-Simple,0.42820543183013,1.53450128399721,0.0982144937597637,2,4.35990061586569,1.30121527902227e-05,1574.3869024659296,17.061605073114695,0.42820543183013,0.0982144937597637
GPT-6.1-Sol-Simple,0.261053531748692,1.29829716369099,0.0959170362597758,2,2.72165969600719,0.0064954992660197,1545.3496433279254,16.6624958272539,0.261053531748692,0.0959170362597758
GLM-5.2-Simple,0.208765429298946,1.23215593694695,0.0982400352683685,2,2.12505450276609,0.0335820653420494,1536.2662695826778,17.06604208761331,0.208765429298946,0.0982400352683685
Kimi-K2.7-Simple-Per-5,0.0996180952097973,1.10474892859307,0.0982521732781024,2,1.01390220578459,0.310629418751193,1517.3054356189307,17.0681506758728,0.0996180952097973,0.0982521732781024
Qwen-3.8-27B-Simple,0.0990084322236483,1.10407560933209,0.0956720133284937,2,1.03487350980792,0.300727987293204,1517.1995263106485,16.61993098445567,0.0990084322236483,0.0956720133284937
GPT-6-Luna-Simple-Per-5,0.0552702420775422,1.05682617498968,0.0993092756979297,2,0.55654662355668,0.577837231121669,1509.6014244590933,17.25178817496783,0.0552702420775422,0.0993092756979297
Kimi-K2.6-Simple,0.021500536279838,1.02173333827222,0.0962662930168932,2,0.223344387802125,0.823267483158888,1503.735025705717,16.723167940207304,0.021500536279838,0.0962662930168932
Vanilla,0.0,1.0,0.0245572324410474,6,0.0,1.0,1500.0,4.266028215984963,0.0,0.0245572324410474
DeepSeek-V4.1-Flash-Simple-Per-5,-0.0246902894697203,0.975612022559366,0.0961158353384378,2,-0.256880558575829,0.797270979105958,1495.7108574106826,16.697030764402044,-0.0246902894697203,0.0961158353384378
Sonnet-5.5-Simple-Per-5,-0.0254032839151122,0.974916664529087,0.0957340021647335,2,-0.265352783135502,0.790737706277023,1495.586997589378,16.63069954826309,-0.0254032839151122,0.0957340021647335
GLM-5.2-Simple-Per-5,-0.0287032164567,0.971704807672592,0.0990442507474125,2,-0.289801944485404,0.771967760192913,1495.0137405919922,17.205748625537307,-0.0287032164567,0.0990442507474125
Qwen-3.8-Flash-Next-Simple-Per-5,-0.0297659195919945,0.970672722424143,0.0920746318396044,2,-0.323280354178849,0.74648293097799,1494.8291301489683,15.995001812485459,-0.0297659195919945,0.0920746318396044
GPT-6-Luna-Simple,-0.0894252978173083,0.914456574474934,0.0939203971078666,2,-0.95213926443054,0.341026358246092,1484.4652346461553,16.315644080843438,-0.0894252978173083,0.0939203971078666
GLM-5.1-Simple,-0.0985762386449412,0.906126608116102,0.0971310748070308,2,-1.01487849116034,0.310163752259037,1482.8755534038896,16.873395924010175,-0.0985762386449412,0.0971310748070308
DeepSeek-V4-Flash-Simple-Per-5,-0.12304769575976,0.88422148793939,0.0973626476728529,2,-1.26380802803567,0.206298939019365,1478.6244258882505,16.913624251124197,-0.12304769575976,0.0973626476728529
MiniMax-M2.7-Simple,-0.155688386981042,0.855825835296084,0.0969835700558175,2,-1.60530682559363,0.108426297799728,1472.954157055086,16.847771724207593,-0.155688386981042,0.0969835700558175
GLM-5.3-Flash-Simple,-0.168941971809196,0.844557910131688,0.0974622239442075,2,-1.7334097763448,0.0830228611758755,1470.6517735525645,16.93092242119532,-0.168941971809196,0.0974622239442075
Qwen-3.5-Simple,-0.233184426528215,0.792007492861925,0.0959928161510796,2,-2.42918622328169,0.0151327573756854,1459.4917161172089,16.67566014270689,-0.233184426528215,0.0959928161510796
Gemma-4-Simple-Per-5,-0.23987219304532,0.786728404002849,0.0990764319665403,2,-2.4210822723847,0.0154743746164544,1458.3299320793544,17.211339075892557,-0.23987219304532,0.0990764319665403
Qwen-3.8-27B-Simple-Per-5,-0.260680716236496,0.770526897072263,0.0965307128763132,2,-2.70049509082681,0.0069236358816456,1454.7151213599607,16.769102374547998,-0.260680716236496,0.0965307128763132
Qwen-3.8-Flash-Next-Simple,-0.29243038267145,0.746447208887655,0.0953099100165422,2,-3.0682054218779,0.0021534852841852,1449.1996393859731,16.557027196351896,-0.29243038267145,0.0953099100165422
MiniMax-M3-Simple-Per-5,-0.30553247131386,0.736730981818154,0.101500141764659,2,-3.01016792688108,0.0026110328722169,1446.9235734664508,17.632380592315677,-0.30553247131386,0.101500141764659
MiniMax-M2.7-Simple-Per-5,-0.308089428546698,0.734849598538875,0.0996712514168804,2,-3.09105608856156,0.0019944595566668,1446.479384499777,17.31466979789713,-0.308089428546698,0.0996712514168804
Nemotron-3-Super-Simple,-0.352493724522912,0.702932981036694,0.0998022426862721,2,-3.53192187906011,0.0004125512124437,1438.76556821367,17.337425312086857,-0.352493724522912,0.0998022426862721
GLM-5.3-Flash-Simple-Per-5,-0.373239081663504,0.688500605294988,0.101521120097482,2,-3.6764673331531,0.0002364861222943,1435.1617305611612,17.6360249019895,-0.373239081663504,0.101521120097482
Nemotron-3-Super-Simple-Per-5,-0.380272316241171,0.683675207997875,0.0968673818079388,2,-3.9257003662507,8.64777501785466e-05,1433.9399325743564,16.827587758241304,-0.380272316241171,0.0968673818079388
DeepSeek-V4-Flash-Simple,-0.399164871025067,0.670880083547789,0.0992710106570813,2,-4.02096108806558,5.79611796937482e-05,1430.657959657676,17.245140856531727,-0.399164871025067,0.0992710106570813
Qwen-3.5-Simple-Per-5,-0.440571630620807,0.643668375347063,0.099272730788108,2,-4.43799245898838,9.0801799641025e-06,1423.4648687753063,17.245439673896943,-0.440571630620807,0.099272730788108
GPT-OSS-120B-Simple,-0.445518054907418,0.640492379848974,0.100265359425128,2,-4.44338959598609,8.85526055593675e-06,1422.6055868661754,17.417876929751717,-0.445518054907418,0.100265359425128
Qwen-3.6-27B-Simple,-0.648270507347601,0.522949432303703,0.104833940564459,2,-6.18378460121891,6.25827479109607e-10,1387.3838783513258,18.211520761327204,-0.648270507347601,0.104833940564459
GPT-OSS-120B-Simple-Per-5,-0.678312971177673,0.507472391171935,0.102808741639008,2,-6.59781415824959,4.17263841891647e-11,1382.164967845655,17.8597076740953,-0.678312971177673,0.102808741639008
Gemma-4-Simple,-0.709089308211804,0.492092137731111,0.1033133198076,2,-6.863483910229,6.72010969496604e-12,1376.8185705068076,17.947361879818644,-0.709089308211804,0.1033133198076
Qwen-3.6-27B-Simple-Per-5,-0.900135362577863,0.406514629148001,0.104975072033315,2,-8.57475346425287,9.92992707881108e-18,1343.6304716265804,18.236037808586033,-0.900135362577863,0.104975072033315
Null,-1.08542495459509,0.33775822348402,0.112704327293754,2,-9.63073007628206,5.93065956176649e-22,1311.4423726797052,19.578746972118168,-1.08542495459509,0.112704327293754