Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
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Page Freshness
Canonical route: /signal-canvas/gaeleval-benchmarking-llm-performance-for-scottish-gaelic
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Canonical ID gaeleval-benchmarking-llm-performance-for-scottish-gaelic | Route /signal-canvas/gaeleval-benchmarking-llm-performance-for-scottish-gaelic
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/gaeleval-benchmarking-llm-performance-for-scottish-gaelicMCP example
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"paper_ref": "gaeleval-benchmarking-llm-performance-for-scottish-gaelic",
"query_text": "Summarize GaelEval: Benchmarking LLM Performance for Scottish Gaelic"
}
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{
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"mode": "paper",
"query": "GaelEval: Benchmarking LLM Performance for Scottish Gaelic",
"normalized_query": "2604.02135",
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}Claims: 8
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: GaelEval: Benchmarking LLM Performance for Scottish Gaelic
PDF: https://arxiv.org/pdf/2604.02135v1
Source count: Pending verification
Coverage: 50%
Last proof check: 2026-04-03T20:30:24.533Z
Signal Canvas receipt window
/buildability/gaeleval-benchmarking-llm-performance-for-scottish-gaelic
Subject: GaelEval: Benchmarking LLM Performance for Scottish Gaelic
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Preparing verified analysis
Dimensions overall score 7.0
No public code linked for this paper yet.
Gemini 3 Pro Preview achieves $83.3\%$ accuracy on the linguistic task, surpassing the human baseline ($78.1\%$).
Explicitly stated in the abstract with specific numeric results.
partial
Proprietary models consistently outperform open-weight systems
Directly stated in the abstract as a consistent finding.
partial
in-language (Gaelic) prompting yields a small but stable advantage (+$2.4\%$).
Explicitly stated in the abstract with specific numeric improvement.
partial
On the cultural task, leading models exceed $90\%$ accuracy
Directly stated in the abstract with clear numeric threshold.
partial
most systems perform worse under Gaelic prompting
Directly stated in the abstract, though slightly less specific than other claims.
partial
We introduce GaelEval, the first multi-dimensional benchmark for Gaelic
Explicitly stated in the abstract as a novel contribution.
partial
translation benchmarks fail to capture structural competence
Directly stated in the abstract as a limitation of existing approaches.
partial
absolute scores are inflated relative to the manual benchmark
Directly stated in the abstract, though the exact meaning of 'inflated' requires some interpretation.
partial
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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/gaeleval-benchmarking-llm-performance-for-scottish-gaelic
Paper ref
gaeleval-benchmarking-llm-performance-for-scottish-gaelic
arXiv id
2604.02135
Generated at
2026-04-03T20:30:24.533Z
Evidence freshness
stale
Last verification
2026-04-03T20:30:24.533Z
Sources
0
References
0
Coverage
50%
Lineage hash
9267126bed9a759ab3e7d478dede9b808d2e252d8ffeae2c5a54de04655970f5
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
repo_url
references