SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models

SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models | Route /signal-canvas/spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models

MCP example

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    "mode": "paper",
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    "query_text": "Summarize SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models"
  }
}

source_context

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  "mode": "paper",
  "query": "SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models",
  "normalized_query": "2603.06222",
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  "paper_ref": "spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models

PDF: https://arxiv.org/pdf/2603.06222v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models

/buildability/spot-span-level-pause-of-thought-for-efficient-and-interpretable-latent-reasoning-in-large-language-models

Watchwatch

Subject: SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models

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