This equation captures one of the core mathematical components of the system. recall = 0.8664, and F1 = 0.8664, while the deterministic
Page and bbox are available; crop image is pending.
LLM-based Schema-Guided Extraction and Validation of Missing-Person Intelligence from Heterogeneous Data Sources explores An AI-driven pipeline that parses and normalizes missing-person investigative documents into a unified schema, with an LLM-assisted pathway for improved extraction quality.. Commercial viability score: 5/10 in Information Extraction.
Use This Via API or MCP
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/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources
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 llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources | Route /paper/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sourcesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.06571"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "LLM-based Schema-Guided Extraction and Validation of Missing-Person Intelligence from Heterogeneous Data Sources",
"normalized_query": "2604.06571",
"route": "/paper/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources",
"paper_ref": "llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources
Subject: LLM-based Schema-Guided Extraction and Validation of Missing-Person Intelligence from Heterogeneous Data Sources
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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.
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 5.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. recall = 0.8664, and F1 = 0.8664, while the deterministic
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources
Paper ref
llm-based-schema-guided-extraction-and-validation-of-missing-person-intelligence-from-heterogeneous-data-sources
arXiv id
2604.06571
Generated at
2026-04-10T00:15:41.340Z
Evidence freshness
stale
Last verification
2026-04-10T00:15:41.340Z
Sources
3
References
19
Coverage
67%
Lineage hash
45031766eb5b97a0bdc403be3b706fe071eca33b74fb793968febfed0ead0d7e
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.
19 refs / 3 sources / Verification pending
repo_url
proof_status
This equation captures one of the core mathematical components of the system. comparator achieved precision = 0.2593, recall =
Page and bbox are available; crop image is pending.
comparator achieved precision = 0.2593, recall =
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.