The items it WITHDRAWs are 98.6% correct. r = −.798. AUROC = .031. At 10% coverage, accuracy
Page and bbox are available; crop image is pending.
Concurrent Criterion Validation of a Validity Screen for LLM Confidence Signals via Selective Prediction explores A validity screen for LLM confidence signals demonstrates its ability to predict selective prediction performance across various LLMs.. Commercial viability score: 3/10 in LLM Evaluation.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction
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 concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction | Route /paper/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-predictionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.17716"
}
}source_context
{
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"mode": "paper",
"query": "Concurrent Criterion Validation of a Validity Screen for LLM Confidence Signals via Selective Prediction",
"normalized_query": "2604.17716",
"route": "/paper/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction",
"paper_ref": "concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction",
"topic_slug": null,
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"dataset_ref": null
}Paper proof page receipt window
/buildability/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction
Subject: Concurrent Criterion Validation of a Validity Screen for LLM Confidence Signals via Selective Prediction
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction
Paper ref
concurrent-criterion-validation-of-a-validity-screen-for-llm-confidence-signals-via-selective-prediction
arXiv id
2604.17716
Generated at
2026-04-21T20:33:50.822Z
Evidence freshness
stale
Last verification
2026-04-21T20:33:50.822Z
Sources
4
References
0
Coverage
83%
Lineage hash
3e1938ab6fbb5730121c92bf6628238a46cd3611f8cdd210aac68f622629b169
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
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 3.0
Visual citation anchors from the paper document graph.
The items it WITHDRAWs are 98.6% correct. r = −.798. AUROC = .031. At 10% coverage, accuracy
Page and bbox are available; crop image is pending.
One-way ANOVA on AUROC by tier. F(2,17) = 7.54, p = .005. η2 = .470. The three-tier classification
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item sensitivity predicts per-track AUROC (ρ = .788, p < .001, n = 107 model-track observations).
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No public competitor map is available for this paper yet.
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References are not available from the internal index yet.