GRIP-Benchmark / analysis /L5_ANOMALY.md
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L4 to L5: baseline-adjusted reanalysis

Raw level means include all domains. Adjusted means use only domains nonconstant at BOTH levels. All differences are proportions (multiply by 100 for percentage points). Bootstrap uses 10,000 domain-stratified IMAGE-cluster resamples; an image receives the same multiplicity at both levels. Empirical ground-truth baselines are held fixed, so CIs are conditional on the evaluated truth distribution. The constant-exclusion difference is descriptive, not a causal attribution.

model n baseline raw_accuracy adjusted_score excluded_constant small_n paired_domains raw_L4 raw_L5 adjusted_L4 adjusted_L5 n_L4_all n_L5_all n_L4_paired n_L5_paired baseline_L4_paired baseline_L5_paired raw_L4_paired raw_L5_paired adjusted_L5_minus_L4 ci_low ci_high verdict raw_L5_without_constants raw_rise_before raw_rise_after raw_rise_removed_by_constant_exclusion
claude_opus_5 3100 0.321290 0.454839 0.183569 False False 31 0.402941 0.551765 0.149082 0.218056 1700 1700 1550 1550 0.245161 0.397419 0.379355 0.530323 0.068974 0.024170 0.113034 survives 0.530323 0.148824 0.127381 0.021442
claude_sonnet_5 3100 0.321290 0.327097 -0.043400 False False 31 0.297647 0.383529 0.008937 -0.095736 1700 1700 1550 1550 0.245161 0.397419 0.285806 0.368387 -0.104672 -0.157881 -0.051941 reverses 0.368387 0.085882 0.070740 0.015142
deepseek_v4_1_flash 3100 0.321290 0.269032 -0.191828 False False 31 0.238824 0.348235 -0.077344 -0.306313 1700 1700 1550 1550 0.245161 0.397419 0.227097 0.310968 -0.228968 -0.283913 -0.173435 reverses 0.310968 0.109412 0.072144 0.037268
gemini_3_8_flash 3100 0.321290 0.484194 0.219608 False False 31 0.454118 0.550000 0.220583 0.218634 1700 1700 1550 1550 0.245161 0.397419 0.430323 0.538065 -0.001949 -0.049164 0.044648 indistinguishable from zero 0.538065 0.095882 0.083947 0.011935
gpt_5_6_luna 3100 0.321290 0.263226 -0.169157 False False 31 0.238824 0.340000 -0.074246 -0.264069 1700 1700 1550 1550 0.245161 0.397419 0.226452 0.300000 -0.189823 -0.247751 -0.131252 reverses 0.300000 0.101176 0.061176 0.040000
gpt_5_6_sol 3100 0.321290 0.329677 -0.033398 False False 31 0.305882 0.404706 0.030280 -0.097077 1700 1700 1550 1550 0.245161 0.397419 0.291613 0.367742 -0.127357 -0.182329 -0.075919 reverses 0.367742 0.098824 0.061860 0.036964
grok_4_6 3100 0.321290 0.372903 0.057892 False False 31 0.326471 0.463529 0.080726 0.035059 1700 1700 1550 1550 0.245161 0.397419 0.311613 0.434194 -0.045667 -0.091132 0.000745 indistinguishable from zero 0.434194 0.137059 0.107723 0.029336
inking 3100 0.321290 0.247097 -0.222736 False False 31 0.232353 0.321176 -0.079506 -0.365966 1700 1700 1550 1550 0.245161 0.397419 0.210323 0.283871 -0.286461 -0.343340 -0.229998 reverses 0.283871 0.088824 0.051518 0.037306
muse_glimmer_30b 3100 0.321290 0.279677 -0.194990 False False 31 0.258235 0.334706 -0.049386 -0.340594 1700 1700 1550 1550 0.245161 0.397419 0.246452 0.312903 -0.291208 -0.343732 -0.239474 reverses 0.312903 0.076471 0.054668 0.021803
perplexity_sonar_pro 3100 0.321290 0.232258 -0.215963 False False 31 0.207059 0.313529 -0.136017 -0.295909 1700 1700 1550 1550 0.245161 0.397419 0.181935 0.282581 -0.159891 -0.215411 -0.106239 reverses 0.282581 0.106471 0.075522 0.030949
  • Claude Opus 5: the adjusted L4-to-L5 rise survives (difference +6.90 pp; 95% CI +2.42 to +11.30 pp).
  • Claude Sonnet 5: the adjusted L4-to-L5 rise reverses (difference -10.47 pp; 95% CI -15.79 to -5.19 pp).
  • DeepSeek V4.1 Flash: the adjusted L4-to-L5 rise reverses (difference -22.90 pp; 95% CI -28.39 to -17.34 pp).
  • Gemini 3.8 Flash: the adjusted L4-to-L5 rise indistinguishable from zero (difference -0.19 pp; 95% CI -4.92 to +4.46 pp).
  • GPT-5.6 Luna: the adjusted L4-to-L5 rise reverses (difference -18.98 pp; 95% CI -24.78 to -13.13 pp).
  • GPT-5.6 Sol: the adjusted L4-to-L5 rise reverses (difference -12.74 pp; 95% CI -18.23 to -7.59 pp).
  • Grok 4.6: the adjusted L4-to-L5 rise indistinguishable from zero (difference -4.57 pp; 95% CI -9.11 to +0.07 pp).
  • Inkling: the adjusted L4-to-L5 rise reverses (difference -28.65 pp; 95% CI -34.33 to -23.00 pp).
  • Muse Glimmer 30B: the adjusted L4-to-L5 rise reverses (difference -29.12 pp; 95% CI -34.37 to -23.95 pp).
  • Perplexity Sonar Pro: the adjusted L4-to-L5 rise reverses (difference -15.99 pp; 95% CI -21.54 to -10.62 pp).