Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
Use This Via API or MCP
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.
Use This Via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Canonical route: /signal-canvas/language-models-need-sleep
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 language-models-need-sleep | Route /signal-canvas/language-models-need-sleep
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/language-models-need-sleepMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "language-models-need-sleep",
"query_text": "Summarize Language Models Need Sleep"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Language Models Need Sleep",
"normalized_query": "2605.26099",
"route": "/signal-canvas/language-models-need-sleep",
"paper_ref": "language-models-need-sleep",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Language Models Need Sleep
PDF: https://arxiv.org/pdf/2605.26099v1
Source count: 3
Coverage: 50%
Last proof check: 2026-05-27T00:03:23.617Z
Signal Canvas receipt window
/buildability/language-models-need-sleep
Subject: Language Models Need Sleep
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.
Preparing verified analysis
Dimensions overall score 3.0
No public code linked for this paper yet.
{"file name": "input.pdf", "number of pages": 15, "author": "Sangyun Lee; Sean McLeish; Tom Goldstein; Giulia Fanti", "title": "Language Models Need Sleep", "creation date": null, "modification date": null, "kids": []}
Implication not extracted yet.
partial
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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Sean McLeish
University of Maryland
Tom Goldstein
University of Maryland
Giulia Fanti
Carnegie Mellon University
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Receipt path
/buildability/language-models-need-sleep
Paper ref
language-models-need-sleep
arXiv id
2605.26099
Generated at
2026-05-27T00:03:23.617Z
Evidence freshness
stale
Last verification
2026-05-27T00:03:23.617Z
Sources
3
References
0
Coverage
50%
Lineage hash
fc96c9743a951df8f527fcbb0f68ecfbd88da05e053a5e8e1839327bae601729
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