Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-24
Score updated: 2026-04-24
Score fresh until: 2026-05-24
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 zero-shot-detection-of-llm-generated-text-via-implicit-reward-model | Route /signal-canvas/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "zero-shot-detection-of-llm-generated-text-via-implicit-reward-model",
    "query_text": "Summarize Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model",
  "normalized_query": "2604.21223",
  "route": "/signal-canvas/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model",
  "paper_ref": "zero-shot-detection-of-llm-generated-text-via-implicit-reward-model",
  "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: Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

PDF: https://arxiv.org/pdf/2604.21223v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-24T20:28:45.584Z

Signal Canvas receipt window

Watch and verify: Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

/buildability/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model

Watchwatch

Subject: Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

Verdict

Watch

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

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model

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