Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals explores A portable protocol for validating LLM confidence signals, transferable across benchmarks and probe formats, enabling more reliable LLM decision-making.. Commercial viability score: 6/10 in LLM Evaluation.
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Canonical route: /paper/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
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Agent Handoff
Canonical ID screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals | Route /paper/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signalsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.17714"
}
}source_context
{
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"mode": "paper",
"query": "Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals",
"normalized_query": "2604.17714",
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"paper_ref": "screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals",
"topic_slug": null,
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}Paper proof page receipt window
/buildability/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
Subject: Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Insufficient data
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Receipt path
/buildability/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
Paper ref
screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
arXiv id
2604.17714
Generated at
2026-04-21T20:33:51.070Z
Evidence freshness
stale
Last verification
2026-04-21T20:33:51.070Z
Sources
4
References
0
Coverage
83%
Lineage hash
ac93e23c15d21a3d28081c3fa183ca31e2b339a376aad7dcf0e777cd45ebb3df
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
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Pending verification refs / 4 sources / Verification pending
references
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. commission), c = correct items with low confidence (errors of omission), d = incorrect items with low
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This equation captures one of the core mathematical components of the system. Fp = c / (a + c) = P(low confidence | correct). Over-reporting: assigning low confidence to correct
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Valid-profile models (n = 16, including Indeterminate): mean r(confidence, correct) = .180 (SD = .057).
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