Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training

Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/zero-shot-confidence-estimation-for-small-llms-when-supervised-baselines-aren-t-worth-training

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Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-05
Score updated: 2026-05-05
Score fresh until: 2026-06-04
References: 0
Source count: 4
Coverage: 67%

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Agent Handoff

Canonical ID zero-shot-confidence-estimation-for-small-llms-when-supervised-baselines-aren-t-worth-training | Route /signal-canvas/zero-shot-confidence-estimation-for-small-llms-when-supervised-baselines-aren-t-worth-training

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/zero-shot-confidence-estimation-for-small-llms-when-supervised-baselines-aren-t-worth-training

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training

PDF: https://arxiv.org/pdf/2605.02241v1

Repository: https://github.com/BuffaloTechRider/zero-shot-llm-confidence-estimation

Source count: 4

Coverage: 67%

Last proof check: 2026-05-05T20:28:02.829Z

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Subject: Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training

Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training

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