Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning

Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-03
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 15
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 online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning | Route /signal-canvas/online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning",
    "query_text": "Summarize Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning",
  "normalized_query": "2604.01170",
  "route": "/signal-canvas/online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning",
  "paper_ref": "online-reasoning-calibration-test-time-training-enables-generalizable-conformal-llm-reasoning",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 15

Proof: Verification pending

Freshness state: computing

Source paper: Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning

PDF: https://arxiv.org/pdf/2604.01170v1

Repository: https://github.com/wzekai99/ORCA

Source count: 4

Coverage: 83%

Last proof check: 2026-04-03T20:30:36.864Z

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Subject: Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning

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Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning

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