Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling

Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-29
Score updated: 2026-04-29
Score fresh until: 2026-05-29
References: 0
Source count: 3
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 luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling | Route /signal-canvas/luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling",
    "query_text": "Summarize Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling",
  "normalized_query": "2604.25860",
  "route": "/signal-canvas/luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling",
  "paper_ref": "luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling

PDF: https://arxiv.org/pdf/2604.25860v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-29T03:16:03.578Z

Signal Canvas receipt window

Watch and verify: Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling

/buildability/luminol-aidetect-fast-zero-shot-machine-generated-text-detection-based-on-perplexity-under-text-shuffling

Watchwatch

Subject: Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Luminol-AIDetect: Fast Zero-shot Machine-Generated Text Detection based on Perplexity under Text Shuffling

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