Quantifying Faithful Confidence Expression in Large Reasoning Models

Quantifying Faithful Confidence Expression in Large Reasoning Models | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/quantifying-faithful-confidence-expression-in-large-reasoning-models

ready

Proof freshness: fresh
Proof status: partial
Display score: 4/10
Last proof check: 2026-06-03
Score updated: 2026-06-03
Score fresh until: 2026-07-03
References: 0
Source count: 4
Coverage: 83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID quantifying-faithful-confidence-expression-in-large-reasoning-models | Route /signal-canvas/quantifying-faithful-confidence-expression-in-large-reasoning-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/quantifying-faithful-confidence-expression-in-large-reasoning-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "quantifying-faithful-confidence-expression-in-large-reasoning-models",
    "query_text": "Summarize Quantifying Faithful Confidence Expression in Large Reasoning Models"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Quantifying Faithful Confidence Expression in Large Reasoning Models",
  "normalized_query": "2606.03969",
  "route": "/signal-canvas/quantifying-faithful-confidence-expression-in-large-reasoning-models",
  "paper_ref": "quantifying-faithful-confidence-expression-in-large-reasoning-models",
  "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: Quantifying Faithful Confidence Expression in Large Reasoning Models

PDF: https://arxiv.org/pdf/2606.03969v1

Repository: https://github.com/yale-nlp/faithful_lrm

Source count: 4

Coverage: 83%

Last proof check: 2026-06-03T20:32:57.338Z

Signal Canvas receipt window

Not build-ready: Quantifying Faithful Confidence Expression in Large Reasoning Models

/buildability/quantifying-faithful-confidence-expression-in-large-reasoning-models

Ignoreblocked

Subject: Quantifying Faithful Confidence Expression in Large Reasoning Models

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Quantifying Faithful Confidence Expression in Large Reasoning Models

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface