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Study V · Qualitative (Track 2)

Views carry values, memos carry goals

Qualitative rewrites; judge-graded (Track 2)

Study Overview

The First Judge-Graded Study

The series' first judge-graded study, run under a pre-registered pairwise protocol: both judges (gpt-5.4 primary, haiku-4.5 sensitivity; neither an editor) first had to pass a 50-pair calibration gate with planted verdicts, identity probes, and length probes, and both aced it 50/50.

The Task

The task: "rewrite this paragraph to focus on our central thesis," with the thesis planted in a mission node and the target paragraph deliberately assembled off-thesis. Five arms for where the goal lives.

Blind Arms Polish Obliviously

Blind arms lost all 120 comparisons by obliviously polishing the off-topic paragraph; fluent, valid, useless.

The Memo Carries the Goal

The T memo carried the goal at full parity with an explicit instruction (sonnet's memo arm actually won 10–2 under the primary judge).

The Surprise That Failed the Gate

The surprise that failed the gate: models with the thesis-bearing node IN THE VIEW demonstrably read it (keyword coverage +0.75 vs +0.00 blind) yet lost 117/120; their rewrites orbit the topic where told-outright rewrites anchor the thesis. Study U's view fix moves data perfectly; it moves intent only partway.

The Verdict

Judge agreement 83.3% (kappa 0.53); the keyword proxy ranks the arms identically. Guidance: put the nodes an edit must read in the view; put the goal in the instruction or memo, restated outright.


Charts & Tables

Chart V.1: Judged Comparisons by Arm vs. the Explicit-Instruction Control


Table V.1: Win/loss/tie vs the explicit-instruction control, by arm, editor, and judge