proof blockPage 976%
This equation defines the score or evaluation function that determines model quality.
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Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation explores This paper evaluates LLMs for translating natural language into LTL formulas, finding that prompt engineering and code completion reformulations improve performance.. Commercial viability score: 5/10 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/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation
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 syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation | Route /paper/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07321"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation",
"normalized_query": "2604.07321",
"route": "/paper/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation",
"paper_ref": "syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation
Subject: Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation
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
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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.
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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.
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Receipt path
/buildability/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation
Paper ref
syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation
arXiv id
2604.07321
Generated at
2026-04-10T00:15:26.836Z
Evidence freshness
stale
Last verification
2026-04-10T00:15:26.836Z
Sources
3
References
86
Coverage
67%
Lineage hash
d1dfc047f917d86a78f39a1c5a8fea33a939cc21bc9a1c6169c33df9db121904
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.
86 refs / 3 sources / Verification pending
repo_url
proof_status
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Acc=84.33% (Δacc = +10.86%) (Gemini-1.5-Flash)
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.