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/from-context-to-skills-can-language-models-learn-from-context-skillfully
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 from-context-to-skills-can-language-models-learn-from-context-skillfully | Route /signal-canvas/from-context-to-skills-can-language-models-learn-from-context-skillfully
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/from-context-to-skills-can-language-models-learn-from-context-skillfullyMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "from-context-to-skills-can-language-models-learn-from-context-skillfully",
"query_text": "Summarize From Context to Skills: Can Language Models Learn from Context Skillfully?"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "From Context to Skills: Can Language Models Learn from Context Skillfully?",
"normalized_query": "2604.27660",
"route": "/signal-canvas/from-context-to-skills-can-language-models-learn-from-context-skillfully",
"paper_ref": "from-context-to-skills-can-language-models-learn-from-context-skillfully",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: From Context to Skills: Can Language Models Learn from Context Skillfully?
PDF: https://arxiv.org/pdf/2604.27660v1
Repository: https://github.com/goodfeli/dlbook_notation
Source count: 4
Coverage: 67%
Last proof check: 2026-05-01T15:05:41.411Z
Signal Canvas receipt window
/buildability/from-context-to-skills-can-language-models-learn-from-context-skillfully
Subject: From Context to Skills: Can Language Models Learn from Context Skillfully?
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Preparing verified analysis
Dimensions overall score 4.0
# Prompt Used for Judge and CL-bench Evaluation Starting now, you are a rigorous instruction-following grading teacher. Your task is to accurately grade and score student answers based on the [Rubrics]
Implication not extracted yet.
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/from-context-to-skills-can-language-models-learn-from-context-skillfully
Paper ref
from-context-to-skills-can-language-models-learn-from-context-skillfully
arXiv id
2604.27660
Generated at
2026-05-01T15:05:41.411Z
Evidence freshness
stale
Last verification
2026-05-01T15:05:41.411Z
Sources
4
References
0
Coverage
67%
Lineage hash
5fc9a1fe89f91c07933a9ead0e14565615d7a4f6c56caae468bd6f4058c1ccbf
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 / 4 sources / Verification pending
references
proof_status