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Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation

Stale21d ago86 refs / 3 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation

stale
Proof freshness
stale
Proof status
unverified
Display score
5/10
Last proof check
2026-04-10
Score updated
2026-04-09
Score fresh until
2026-05-09
References
86
Source count
3
Coverage
67%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation

Canonical ID syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation | Route /signal-canvas/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation",
    "query_text": "Summarize Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation",
  "normalized_query": "2604.07321",
  "route": "/signal-canvas/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
}

Evidence Receipt

Route status: building

Claims: 0

References: 86

Proof: Verification pending

Freshness state: computing

Source paper: Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation

PDF: https://arxiv.org/pdf/2604.07321v1

Source count: 3

Coverage: 67%

Last proof check: 2026-04-10T00:15:26.836Z

Signal Canvas receipt window

Watch and verify: Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation

/buildability/syntax-is-easy-semantics-is-hard-evaluating-llms-for-ltl-translation

Watchwatch

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

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

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

Freshness

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%

Hash state

Lineage hash

d1dfc047f917d86a78f39a1c5a8fea33a939cc21bc9a1c6169c33df9db121904

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: repo_url
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

86 refs / 3 sources / Verification pending

repo_url

proof_status

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

Syntax Is Easy, Semantics Is Hard: Evaluating LLMs for LTL Translation

Overall score: 5/10
Lineage: d1dfc047f917

Canonical Paper Receipt

Last verification: 2026-04-10T00:15:26.836Z

Freshness: stale

Proof: unverified

Repo: missing

References: 86

Sources: 3

Coverage: 67%

Missingness
  • - repo_url
  • - proof_status
Unknowns
  • - proof verification has not been recorded yet

Preparing verified analysis

Dimensions overall score 5.0

GitHub Code Pulse

No public code linked for this paper yet.

Claim map

No public claim map is available for this paper yet.

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

Startup potential card preview

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