Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-30
Score updated: 2026-04-30
Score fresh until: 2026-05-30
References: 0
Source count: 3
Coverage: 50%

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-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data | Route /signal-canvas/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data",
    "query_text": "Summarize Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data",
  "normalized_query": "2604.26841",
  "route": "/signal-canvas/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data",
  "paper_ref": "language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

PDF: https://arxiv.org/pdf/2604.26841v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-30T15:14:12.808Z

Signal Canvas receipt window

Not build-ready: Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

/buildability/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data

Ignoreblocked

Subject: Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

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