proof blockPage 368%
This equation captures one of the core mathematical components of the system. an explanation e ∈E, where E is the set of possible
Page and bbox are available; crop image is pending.
Faithful Autoformalization via Roundtrip Verification and Repair explores Ensuring LLM formalizations are faithful through roundtrip verification and targeted repair.. Commercial viability score: 4/10 in LLM Formalization.
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/faithful-autoformalization-via-roundtrip-verification-and-repair
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID faithful-autoformalization-via-roundtrip-verification-and-repair | Route /paper/faithful-autoformalization-via-roundtrip-verification-and-repair
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/faithful-autoformalization-via-roundtrip-verification-and-repairMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.25031"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Faithful Autoformalization via Roundtrip Verification and Repair",
"normalized_query": "2604.25031",
"route": "/paper/faithful-autoformalization-via-roundtrip-verification-and-repair",
"paper_ref": "faithful-autoformalization-via-roundtrip-verification-and-repair",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/faithful-autoformalization-via-roundtrip-verification-and-repair
Subject: Faithful Autoformalization via Roundtrip Verification and Repair
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.
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.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. an explanation e ∈E, where E is the set of possible
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/faithful-autoformalization-via-roundtrip-verification-and-repair
Paper ref
faithful-autoformalization-via-roundtrip-verification-and-repair
arXiv id
2604.25031
Generated at
2026-04-29T20:28:03.009Z
Evidence freshness
fresh
Last verification
2026-04-29T20:28:03.009Z
Sources
3
References
0
Coverage
50%
Lineage hash
921a34986c80e506b1d5fdca66659b4cd362687a7a1df49aa909fd676f2efbed
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 / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. Given an input x ∈X, the roundtrip pipeline pro-
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Require: Natural-language input x ∈X, formal- ism Σ, max iterations K yorig ←T1(x) x′ ←T2(yorig)
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.