IGF-Bench / evaluation /anova.json
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Add anova.json: two-way Type II ANOVA on delta_l_ortho with model x complexity-level factors (paper §4.3)
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{
"method": "Two-way ANOVA via statsmodels.stats.anova.anova_lm with typ=2 (Type II SS)",
"formula": "delta_l_ortho ~ C(model) + C(level) + C(model):C(level)",
"n_observations": 21145,
"models": [
"flux1",
"hunyuan",
"kolors",
"sd15",
"sd35",
"sdxl"
],
"levels": [
"L0_empty",
"L1_basic",
"L2_full"
],
"results": {
"C(model)": {
"df": 5.0,
"sum_sq": 33.515732054014634,
"F": 167.8947458861536,
"p_unc": 1.0619572995881867e-175,
"eta_sq": 0.03751608467421723,
"partial_eta_sq": 0.038216135178130016
},
"C(level)": {
"df": 2.0,
"sum_sq": 8.516002733336993,
"F": 106.65081942527183,
"p_unc": 8.210924082486664e-47,
"eta_sq": 0.009532451181876145,
"partial_eta_sq": 0.009995249479614795
},
"C(model):C(level)": {
"df": 10.0,
"sum_sq": 7.848914396634636,
"F": 19.659297400715662,
"p_unc": 1.2585934022875265e-36,
"eta_sq": 0.008785740876262797,
"partial_eta_sq": 0.009219505092167055
},
"Residual": {
"df": 21127.0,
"sum_sq": 843.4890173219692
}
}
}