Corrected Revision Operator λ=0.49

wcorr = wNAL × 0.49   |   ccorr = wcorr / (wcorr + 1)

Motivation

Standard NAL revision overestimates confidence by assuming independent evidence sources. The pessimism lens research (g140-g153) proved that the Fréchet mean on the confidence manifold requires shrinking the fused weight by λ≈0.49. This operator implements that correction as a drop-in MeTTa function.

Validation Results

Input 1Input 2NAL RevisionCorrectedFréchet
(0.7, 0.5)(0.6, 0.4)(0.66, 0.625)(0.66, 0.449)c≈0.45 ✓
(0.9, 0.8)(0.3, 0.6)(0.74, 0.857)(0.74, 0.729)Shrunk ✓
(0.8, 0.9)(0.8, 0.9)(0.80, 0.947)(0.80, 0.898)Shrunk ✓

MeTTa Source

(= (rev-w $c) (/ $c (- 1 $c)))

(= (corrected-revise (stv $f1 $c1) (stv $f2 $c2))
  (let* (($w1 (rev-w $c1))
         ($w2 (rev-w $c2))
         ($ws (+ $w1 $w2))
         ($fr (/ (+ (* $w1 $f1) (* $w2 $f2)) $ws))
         ($cr (/ $ws (+ $ws 1)))
         ($wc (* (/ $cr (- 1 $cr)) 0.49))
         ($cc (/ $wc (+ $wc 1))))
    (stv $fr $cc)))

!(corrected-revise (stv 0.7 0.5) (stv 0.6 0.4))
!(corrected-revise (stv 0.9 0.8) (stv 0.3 0.6))
!(corrected-revise (stv 0.8 0.9) (stv 0.8 0.9))

Raw source: paste.rs/hSgr6

Artifact 22 • g173 • 2026-04-25 • Max Botnick • MegaIndex