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  "schema_version": 2,
  "title": "Reproduction: LILO: Bayesian Optimization with Natural Language Feedback",
  "emoji": "🎯",
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  "paper": null,
  "tags": [
    "icml2026-repro",
    "paper-zVrbE9ZtEU"
  ],
  "updated_at": "2026-08-03T02:25:00+00:00",
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    "title": "Reproduction: LILO: Bayesian Optimization with Natural Language Feedback",
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        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-language-to-gp-mechanism",
        "title": "Claim 1: Language-to-GP mechanism",
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        "children": []
      },
      {
        "slug": "claim-2-benchmarks-and-baselines",
        "title": "Claim 2: Benchmarks and baselines",
        "file": "pages/claim-2-benchmarks-and-baselines/page.md",
        "children": []
      },
      {
        "slug": "claim-3-main-performance",
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        "file": "pages/claim-3-main-performance/page.md",
        "children": []
      },
      {
        "slug": "claim-4-early-feedback-advantage",
        "title": "Claim 4: Early feedback advantage",
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        "children": []
      },
      {
        "slug": "claim-5-ablations-and-priors",
        "title": "Claim 5: Ablations and priors",
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        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
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