Quantifying and Understanding Uncertainty in Large Reasoning Models

Quantifying and Understanding Uncertainty in Large Reasoning Models | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/quantifying-and-understanding-uncertainty-in-large-reasoning-models

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-16
Score updated: 2026-04-16
Score fresh until: 2026-05-16
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 quantifying-and-understanding-uncertainty-in-large-reasoning-models | Route /signal-canvas/quantifying-and-understanding-uncertainty-in-large-reasoning-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/quantifying-and-understanding-uncertainty-in-large-reasoning-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "quantifying-and-understanding-uncertainty-in-large-reasoning-models",
    "query_text": "Summarize Quantifying and Understanding Uncertainty in Large Reasoning Models"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Quantifying and Understanding Uncertainty in Large Reasoning Models",
  "normalized_query": "2604.13395",
  "route": "/signal-canvas/quantifying-and-understanding-uncertainty-in-large-reasoning-models",
  "paper_ref": "quantifying-and-understanding-uncertainty-in-large-reasoning-models",
  "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: Quantifying and Understanding Uncertainty in Large Reasoning Models

PDF: https://arxiv.org/pdf/2604.13395v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-16T18:20:06.227Z

Signal Canvas receipt window

Watch and verify: Quantifying and Understanding Uncertainty in Large Reasoning Models

/buildability/quantifying-and-understanding-uncertainty-in-large-reasoning-models

Watchwatch

Subject: Quantifying and Understanding Uncertainty in Large Reasoning Models

Verdict

Watch

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

Quantifying and Understanding Uncertainty in Large Reasoning Models

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