{
  "schema_version": 1,
  "title": "Repro - Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/DdU1o2ZvWi",
  "paper": {
    "arxiv_id": "2605.15864",
    "openreview_id": "DdU1o2ZvWi",
    "title": "Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination",
    "url": "https://arxiv.org/abs/2605.15864"
  },
  "tags": [
    "icml2026-repro",
    "paper-DdU1o2ZvWi"
  ],
  "updated_at": "2026-07-20T03:52:31+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "00-scored-evidence-summary",
        "title": "00 - Scored evidence summary",
        "file": "pages/00-scored-evidence-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-under-the-visualswap-probing-protocol-qwen3-vl-235",
        "title": "Claim 1 - Under the VisualSwap probing protocol, Qwen3-VL-235B-Thinkin\u2026",
        "file": "pages/claim-1-under-the-visualswap-probing-protocol-qwen3-vl-235/page.md",
        "children": []
      },
      {
        "slug": "claim-2-averaged-across-models-visualswap-induces-an-accur",
        "title": "Claim 2 - Averaged across models, VisualSwap induces an accuracy degra\u2026",
        "file": "pages/claim-2-averaged-across-models-visualswap-induces-an-accur/page.md",
        "children": []
      },
      {
        "slug": "claim-3-vs-bench-comprises-800-curated-image-pairs-from-fo",
        "title": "Claim 3 - VS-Bench comprises 800 curated image pairs from four benchma\u2026",
        "file": "pages/claim-3-vs-bench-comprises-800-curated-image-pairs-from-fo/page.md",
        "children": []
      },
      {
        "slug": "claim-4-self-reflection-alone-produces-only-a-minimal-incr",
        "title": "Claim 4 - Self-reflection alone produces only a minimal increase in vi\u2026",
        "file": "pages/claim-4-self-reflection-alone-produces-only-a-minimal-incr/page.md",
        "children": []
      },
      {
        "slug": "claim-5-a-human-baseline-achieves-100-success-in-distingui",
        "title": "Claim 5 - A human baseline achieves 100% success in distinguishing the\u2026",
        "file": "pages/claim-5-a-human-baseline-achieves-100-success-in-distingui/page.md",
        "children": []
      },
      {
        "slug": "reproduction-protocol-and-provenance",
        "title": "Reproduction protocol and provenance",
        "file": "pages/reproduction-protocol-and-provenance/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 8430,
  "revision": "1784519551616104400"
}