Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

Confidence-Aware Alignment Makes Reasoning LLMs More Reliable | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/confidence-aware-alignment-makes-reasoning-llms-more-reliable

stale

Proof freshness: stale
Proof status: partial
Display score: 7/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
References: 0
Source count: 4
Coverage: 83%

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 confidence-aware-alignment-makes-reasoning-llms-more-reliable | Route /signal-canvas/confidence-aware-alignment-makes-reasoning-llms-more-reliable

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/confidence-aware-alignment-makes-reasoning-llms-more-reliable

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "confidence-aware-alignment-makes-reasoning-llms-more-reliable",
    "query_text": "Summarize Confidence-Aware Alignment Makes Reasoning LLMs More Reliable"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Confidence-Aware Alignment Makes Reasoning LLMs More Reliable",
  "normalized_query": "2605.07353",
  "route": "/signal-canvas/confidence-aware-alignment-makes-reasoning-llms-more-reliable",
  "paper_ref": "confidence-aware-alignment-makes-reasoning-llms-more-reliable",
  "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: Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

PDF: https://arxiv.org/pdf/2605.07353v1

Repository: https://github.com/Thecommonirin/CASPO

Source count: 4

Coverage: 83%

Last proof check: 2026-05-11T20:36:05.053Z

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Ready for execution: Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

/buildability/confidence-aware-alignment-makes-reasoning-llms-more-reliable

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Subject: Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

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