proof blockPage 568%
This equation captures one of the core mathematical components of the system. X = {(Qj, Dj, Mj, Sj) | j = 1, 2, . . . , n}
Page and bbox are available; crop image is pending.
Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA explores MuDABench, a benchmark and multi-agent workflow for analytical question answering over large document collections, addressing limitations of standard RAG systems.. Commercial viability score: 7/10 in LLM Applications.
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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/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa | Route /paper/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qaMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.22239"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA",
"normalized_query": "2604.22239",
"route": "/paper/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa",
"paper_ref": "navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa
Subject: Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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/navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa
Paper ref
navigating-large-scale-document-collections-mudabench-for-multi-document-analytical-qa
arXiv id
2604.22239
Generated at
2026-04-27T20:15:38.322Z
Evidence freshness
fresh
Last verification
2026-04-27T20:15:38.322Z
Sources
4
References
0
Coverage
67%
Lineage hash
1ed1e233544ef2b073bac1fc539fd2c39717790a498af31d3a44b6a541c89ba5
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
proof_status
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
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
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. X = {(Qj, Dj, Mj, Sj) | j = 1, 2, . . . , n}
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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References are not available from the internal index yet.