How Open Must Language Models be to Enable Reliable Scientific Inference?

How Open Must Language Models be to Enable Reliable Scientific Inference? | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/how-open-must-language-models-be-to-enable-reliable-scientific-inference

stale

Proof freshness: stale
Proof status: unverified
Display score: 2/10
Last proof check: 2026-03-30
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 75
Source count: 4
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 how-open-must-language-models-be-to-enable-reliable-scientific-inference | Route /signal-canvas/how-open-must-language-models-be-to-enable-reliable-scientific-inference

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/how-open-must-language-models-be-to-enable-reliable-scientific-inference

MCP example

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    "paper_ref": "how-open-must-language-models-be-to-enable-reliable-scientific-inference",
    "query_text": "Summarize How Open Must Language Models be to Enable Reliable Scientific Inference?"
  }
}

source_context

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  "query": "How Open Must Language Models be to Enable Reliable Scientific Inference?",
  "normalized_query": "2603.26539",
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  "paper_ref": "how-open-must-language-models-be-to-enable-reliable-scientific-inference",
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Evidence Receipt

Route status: building

Claims: 7

References: 75

Proof: Verification pending

Freshness state: computing

Source paper: How Open Must Language Models be to Enable Reliable Scientific Inference?

PDF: https://arxiv.org/pdf/2603.26539v1

Source count: 4

Coverage: 50%

Last proof check: 2026-03-30T22:00:18.502Z

Signal Canvas receipt window

Not build-ready: How Open Must Language Models be to Enable Reliable Scientific Inference?

/buildability/how-open-must-language-models-be-to-enable-reliable-scientific-inference