Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement

Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-03-24
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement | Route /signal-canvas/seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement",
    "query_text": "Summarize Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement",
  "normalized_query": "2603.22187",
  "route": "/signal-canvas/seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement",
  "paper_ref": "seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement

PDF: https://arxiv.org/pdf/2603.22187v1

Repository: https://github.com/FolSpark/VFLM

Source count: Pending verification

Coverage: 50%

Last proof check: 2026-03-24T21:26:50.917Z

Signal Canvas receipt window

Ready for execution: Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement

/buildability/seeing-is-improving-visual-feedback-for-iterative-text-layout-refinement

Build Nowready

Subject: Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement

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