A Contradiction-Aware Survey Framework for Multi-Objective Decision Support

Scientific adequacy is met for the requested survey profile. The manuscript is coherent, exceeds the minimum main-body page budget (10 pages before references/appendix), uses conference bibliography style, closes citation keys against the bibliography, keeps formal derivations tied to theorem/lemma statements with executable evidence links, and avoids code listings. The prior blocker was a state inconsistency in review output semantics (approval decision paired with needs_input status), not a new scientific evidence failure. Remaining items are minor publication-polish warnings only.

Generated a compile-ready manuscript package with a 10-page main text, 2-page references, and 3-page appendix; preserved claim-evidence links for HM_CLAIM_001..003; and synchronized writing outputs with research trace and phase trackers.

- Minor polish: one response-curve legend still uses machine-style snake_case labels (for example, robust_set and stochastic_distributional) instead of publication-facing wording. - Minor polish: Appendix Table \ref{tab:appendix_map} remains weakly linked from nearby prose; add an explicit sentence-level cross-reference at first appendix mention. - Minor provenance polish: foundational scalarization/outranking theorem statements are cited correctly but some first-use theorem-level anchors remain metadata-granular rather than theorem-identifier specific.

- Minor polish: one response-curve legend still uses machine-style snake_case labels (for example, robust_set and stochastic_distributional) instead of publication-facing wording. - Minor polish: Appendix Table \ref{tab:appendix_map} remains weakly linked from nearby prose; add an explicit sentence-level cross-reference at first appendix mention. - Minor provenance polish: foundational scalarization/outranking theorem statements are cited correctly but some first-use theorem-level anchors remain metadata-granular rather than theorem-identifier specific.

- Owner `revision`: normalize response-curve legend labels to reader-facing text (for example, "Robust-Set Regime" and "Stochastic Distributional Regime") and regenerate the corresponding vector figure; acceptance condition: updated figure in `paper/figures/iter_1/` with no snake_case legend text. - Owner `revision`: add an explicit in-text cross-reference sentence for Appendix Table `tab:appendix_map` in the appendix opening paragraph; acceptance condition: table label is referenced in prose and appears in the compiled PDF cross-reference graph. - Owner `knowledge_acquisition` then `revision`: enrich theorem-level citation granularity for the weighted-sum/normal-boundary/outranking first-use formal statements; acceptance condition: bibliography entries and formal section text include explicit theorem-identifier anchors where source text provides them.