unify-offer-schema-chooser-then-flag-treatment TEC-0336 · proposedUnify offer schema and chooser, then flag the treatment
Apply the policy treatment as post-parsing boolean flags over one shared message schema and one shared buyer decision rule, average repeated generations within profile-condition, and bootstrap over profiles rather than generation rows.
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Apply the policy treatment as post-parsing boolean flags over one shared message schema and one shared buyer decision rule, average repeated generations within profile-condition, and bootstrap over profiles rather than generation rows. Filed by the drafting stage from When Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce Evaluation (2609.01519) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Paired profile-level Both-None welfare differences with 20,000-draw profile bootstrap, exact 16-assignment sign-flip placebo (p=0.50), variance decomposition, and scripted profit-maximizing and inefficient-bundling seller positive controls showing opposite welfare signs under identical buyer-surplus gains.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
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Sources
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