AtlasOpenCoder / validation /paper2 /TABLE_D2_rates.md
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AtlasOpenCoder v1: the battery, the artefacts and both papers' manifests
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Table D.2 — the fitted per-step rates, where the fit holds. The secondary reading of RATE_READINGS.json: turnover(t, D) = c(t) + A(t)(1 - exp(-r(t) D)), with c(t) fixed at the measured twin turnover and fitted on the original scale by nonlinear least squares. A rate is reported only where R² > 0.8; a dash is a start point whose fit did not clear the floor, and its R² is shown so the reader can see how far it fell short. The primary reading of the paper is fit-free (Figure 2); this table exists so the fitted form can be checked rather than trusted.

start (B tokens) iteration 5% set: r per 1,000 steps 5% set: R² cosine: r per 1,000 steps cosine: R²
4 1,000 — 0.668 — 0.752
8 2,000 — 0.656 — 0.786
13 3,000 — 0.698 0.1180 0.856
17 4,000 — 0.733 0.0856 0.892
21 5,000 — 0.769 0.0686 0.912
25 6,000 — 0.793 0.0582 0.921
29 7,000 0.1022 0.812 0.0505 0.926
34 8,000 0.0935 0.822 0.0442 0.929
38 9,000 0.0895 0.823 0.0404 0.930
42 10,000 0.0873 0.828 0.0353 0.933
46 11,000 0.0821 0.834 0.0310 0.937
50 12,000 0.0807 0.830 0.0283 0.936
55 13,000 0.0757 0.835 0.0250 0.940
59 14,000 0.0750 0.821 0.0226 0.942
63 15,000 0.0701 0.814 0.0206 0.943
67 16,000 — 0.799 0.0194 0.946
71 17,000 0.0498 0.801 0.0179 0.950
75 18,000 — 0.798 0.0168 0.952
80 19,000 0.0379 0.808 0.0161 0.950
84 20,000 0.0352 0.813 0.0156 0.945
105 25,000 0.0301 0.813 0.0132 0.951
130 31,000 0.0255 0.823 0.0116 0.958
164 39,000 0.0220 0.821 0.0101 0.960
206 49,000 0.0201 0.822 0.0091 0.960
256 61,000 0.0177 0.824 0.0082 0.959
319 76,000 0.0153 0.829 0.0073 0.962
398 95,000 0.0136 0.842 0.0068 0.964
499 119,000 0.0121 0.856 0.0062 0.966
625 149,000 0.0117 0.859 0.0058 0.960

Rates reported: 21 start points for the 5% set and 27 for the cosine, of 29 fitted. Median R²: 0.821 and 0.943.