figure: promote confirmed nonlinear hardware results

1 files changed, 3 insertions, 2 deletions

diff --git a/README.md b/README.md
index 4724cf2..6d4204d 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,8 @@ task loss. Neutral measurements and their cost are counted.
 The completed transfer evidence is: Dual Propagation recovers from 9.40% to
 82.92% validation accuracy against 82.86% clean; EP recovers from 31.38% to
 74.52% against 76.26% clean; and the nonlinear 4-by-4 CLLN recovers from
-25.86% mean classification error to 0%. The first fully confirmed digital
+25.42% mean classification error to 0% on 120 untouched task/device pairs.
+The first fully confirmed digital
 CLLN size contains 40 tasks and three device draws: at 32 edges, clean and
 SDIL have 0% error, raw imperfection has 34.69%, same-RMS noise has 0.73%, and
 static calibration has 6.15%. The remaining five sizes are running under the
@@ -57,7 +58,7 @@ frozen protocol.
 Start with [`THREE_PART_EVIDENCE.md`](THREE_PART_EVIDENCE.md) for the evidence
 map and [`CLLN_SCALING.md`](CLLN_SCALING.md) for the frozen scaling protocol.
 The current hardware-realistic figure is
-[`figure_physical_hardware_evidence.pdf`](results/figs/figure_physical_hardware_evidence.pdf).
+[`figure_physical_hardware_evidence_confirmation.pdf`](results/figs/figure_physical_hardware_evidence_confirmation.pdf).
 
 The standard-ResNet stability branch additionally uses a fast paired neutral
 observation to project any *remaining* affine neutral residual off current