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retag: logbook.json (verbatim titles)

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@@ -1,54 +1,57 @@
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- {
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- "schema_version": 1,
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- "title": "Reproduction: Provable Accuracy Collapse of Embedding-Based Representations under Dimensionality Mismatch",
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- "emoji": "📉",
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- "space_id": "snaykey/repro-embedding-collapse",
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- "paper": {
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- "arxiv_id": "2605.03346",
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- "openreview_id": "ubzXPEfa4R"
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- },
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- "tags": [
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- "icml2026-repro",
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- "paper-ubzXPEfa4R"
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- ],
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- "updated_at": "2026-07-21T17:22:48+00:00",
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- "root": {
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- "slug": "index",
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- "title": "Reproduction: Provable Accuracy Collapse of Embedding-Based Representations under Dimensionality Mismatch",
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- "file": "pages/index.md",
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- "children": [
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- {
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- "slug": "executive-summary",
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- "title": "Executive summary",
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- "file": "pages/executive-summary/page.md",
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- "children": []
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- },
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- {
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- "slug": "claim-1-low-dim-half-violations",
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- "title": "Claim 1: Low-dim embeddings violate half the triplets",
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- "file": "pages/claim-1-low-dim-half-violations/page.md",
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- "children": []
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- },
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- {
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- "slug": "claim-2-sudden-accuracy-collapse",
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- "title": "Claim 2: Sudden accuracy collapse vs ground-truth D",
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- "file": "pages/claim-2-sudden-accuracy-collapse/page.md",
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- "children": []
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- },
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- {
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- "slug": "claim-3-ugc-hardness",
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- "title": "Claim 3: UGC hardness above 50% baseline",
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- "file": "pages/claim-3-ugc-hardness/page.md",
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- "children": []
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- },
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- {
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- "slug": "conclusion",
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- "title": "Conclusion",
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- "file": "pages/conclusion/page.md",
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- "children": []
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- }
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- ]
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- },
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- "agent_view_tokens": 1771,
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- "revision": "1784654568592658100"
 
 
 
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  }
 
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+ {
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+ "schema_version": 1,
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+ "title": "Repro: Provable Accuracy Collapse under Dimensionality Mismatch",
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+ "emoji": "chart",
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+ "space_id": "snaykey/repro-embedding-collapse",
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+ "paper": {
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+ "openreview_id": "ubzXPEfa4R"
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+ },
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+ "tags": [
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+ "icml2026-repro",
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+ "paper-ubzXPEfa4R"
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+ ],
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+ "updated_at": "2026-07-26T00:00:00+00:00",
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+ "root": {
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+ "slug": "index",
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+ "title": "Repro: Provable Accuracy Collapse under Dimensionality Mismatch",
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+ "file": "pages/index.md",
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+ "children": [
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+ {
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+ "slug": "executive-summary",
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+ "title": "Executive summary",
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+ "file": "pages/executive-summary/page.md",
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+ "children": []
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+ },
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+ {
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+ "slug": "claim-1-theorem-1-3-dimension-induced-accuracy-collapse",
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+ "title": "For every integer D ≥ 240 and ε > 0, there exists a triplet constraint collection that is realizable in dimension D but for which any embedding in at most c·D dimensions satisfies at most a 1/2+ε fraction of the triplets (Theorem 1.3).",
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+ "file": "pages/claim-1-theorem-1-3-dimension-induced-accuracy-collapse/page.md",
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+ "children": []
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+ },
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+ {
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+ "slug": "claim-2-proof-strategy-realizability-and-vc-argument",
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+ "title": "The proof of accuracy collapse proceeds by constructing random average-case triplet instances shown to be satisfiable in D dimensions via Lemma 2.3 and Lemma 2.5, then bounding the achievable accuracy in reduced dimension d ≈ ε²D using a VC-dimension argument (Lemma 2.6, Section 2.3).",
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+ "file": "pages/claim-2-proof-strategy-realizability-and-vc-argument/page.md",
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+ "children": []
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+ },
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+ {
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+ "slug": "claim-3-ugc-hardness-via-mas-gap-reduction",
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+ "title": "Under the Unique Games Conjecture, distinguishing triplet instances with (1−ε)-fraction satisfiability from instances with only 1/2+ε-fraction satisfiability is NP-hard regardless of the embedding dimension used, via a gap reduction from Maximum Acyclic Subgraph (Theorem 1.4, Theorem 3.1, Theorem 3.2, Section 3).",
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+ "file": "pages/claim-3-ugc-hardness-via-mas-gap-reduction/page.md",
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+ "children": []
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+ },
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+ {
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+ "slug": "claim-4-experiments-ground-truth-and-random-triplets",
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+ "title": "Experiments with ground-truth Euclidean embeddings and uniformly random triplets empirically confirm the predicted sharp accuracy collapse as embedding dimension falls below the ground-truth dimension D (Figure 1, Figure 2, Section 4).",
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+ "file": "pages/claim-4-experiments-ground-truth-and-random-triplets/page.md",
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+ "children": []
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+ },
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+ {
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+ "slug": "conclusion",
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+ "title": "Conclusion",
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+ "file": "pages/conclusion/page.md",
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+ "children": []
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+ }
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+ ]
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+ }
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  }