Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs

Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-25
Score updated: 2026-05-25
Score fresh until: 2026-06-24
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 do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms | Route /signal-canvas/do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms

MCP example

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    "query_text": "Summarize Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs"
  }
}

source_context

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  "query": "Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs",
  "normalized_query": "2605.23039",
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  "paper_ref": "do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms",
  "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: Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs

PDF: https://arxiv.org/pdf/2605.23039v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-25T20:35:40.639Z

Signal Canvas receipt window

Watch and verify: Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs

/buildability/do-language-models-know-what-not-to-say-causal-evidence-for-statistical-preemption-in-llms

Watchwatch

Subject: Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs

Verdict

Watch

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

Do Language Models Know What Not to Say? Causal Evidence for Statistical Preemption in LLMs

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