Fix mismatched citations flagged in citecheck audit#97
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Address the citation sanity audit (scratch/citecheck/FLAGGED_CITATIONS.md). Each flagged citation cited a paper that did not support its in-text claim (wrong arXiv identifier, or a real paper on an unrelated topic). - overview: transfer-learning claim now cites Pan & Yang survey (10.1109/TKDE.2009.191); drop unrelated subpopulation-shift citation. - principles: confidence-gated adaptation now cites EATA (2204.02610), which entropy-gates adaptation on unreliable samples; context-dependent sampling now cites Self-Regulated Sample Diversity (2024.findings-naacl.122). - applications: swap healthcare/chaos citations so the chaotic-attractor risk paper (2509.08183) backs the chaos-diagnostics claim. - future_trends: drop LLM-causal-graph sentence with wrong identifier. - open_problems: drop routing/traffic-sim mismatch; remove the level-of-abstraction subsection (two wrong citations) and trim the intro from five to four questions to match; add Scaling Monosemanticity (2605.29358) for the post-hoc interpretability claim. - conclusion: swap the two in-context-learning citations to match claims. - invariant: delete commented-out reference stub with mislabeled tags. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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A more appropriate version of the removed section would focus on efforts to improve the programmability of context. |
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[ci skip] This build is based on 1098a31. This commit was created by the following CI build and job: https://github.com/AdaptInfer/context-review/commit/1098a31560f767cb73b0a57ce3d56e85f0929319/checks https://github.com/AdaptInfer/context-review/actions/runs/29393701730
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[ci skip] This build is based on 1098a31. This commit was created by the following CI build and job: https://github.com/AdaptInfer/context-review/commit/1098a31560f767cb73b0a57ce3d56e85f0929319/checks https://github.com/AdaptInfer/context-review/actions/runs/29393701730
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Resolves the citation sanity audit in scratch/citecheck/FLAGGED_CITATIONS.md. Each flagged citation pointed at a paper that did not support its in-text claim, from contributors of varying expertise. Every replacement identifier was re-resolved against the paper's actual title and abstract before substitution.
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