MinerU2.5-Pro: Pushing the Limits of Data-Centric Document Parsing at Scale explores This research pushes document parsing performance by focusing on data engineering and training strategies, achieving state-of-the-art results without architectural changes.. Commercial viability score: 4/10 in Document Parsing.
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/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale
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 mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale | Route /paper/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scaleMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.04771"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "MinerU2.5-Pro: Pushing the Limits of Data-Centric Document Parsing at Scale",
"normalized_query": "2604.04771",
"route": "/paper/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale",
"paper_ref": "mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale
Subject: MinerU2.5-Pro: Pushing the Limits of Data-Centric Document Parsing at Scale
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/mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale
Paper ref
mineru2-5-pro-pushing-the-limits-of-data-centric-document-parsing-at-scale
arXiv id
2604.04771
Generated at
2026-04-07T20:13:34.907Z
Evidence freshness
fresh
Last verification
2026-04-07T20:13:34.907Z
Sources
0
References
0
Coverage
0%
Lineage hash
d1aff660be35c51ebdfc53421f891e2e0bbd0363c358cfc570601d940cd3b540
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.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
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 4.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
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References are not available from the internal index yet.