When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/when-do-we-need-llms-a-diagnostic-for-language-driven-bandits

stale

Proof freshness: unknown
Proof status: unverified
Display score: 5/10
Last proof check: 2026-04-08
Score updated: 2026-04-08
Score fresh until: 2026-05-08
References: 0
Source count: 0
Coverage: 0%

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 when-do-we-need-llms-a-diagnostic-for-language-driven-bandits | Route /signal-canvas/when-do-we-need-llms-a-diagnostic-for-language-driven-bandits

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/when-do-we-need-llms-a-diagnostic-for-language-driven-bandits

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "when-do-we-need-llms-a-diagnostic-for-language-driven-bandits",
    "query_text": "Summarize When Do We Need LLMs? A Diagnostic for Language-Driven Bandits"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "When Do We Need LLMs? A Diagnostic for Language-Driven Bandits",
  "normalized_query": "2604.05859",
  "route": "/signal-canvas/when-do-we-need-llms-a-diagnostic-for-language-driven-bandits",
  "paper_ref": "when-do-we-need-llms-a-diagnostic-for-language-driven-bandits",
  "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: When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

PDF: https://arxiv.org/pdf/2604.05859v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-08T03:22:09.832Z

Signal Canvas receipt window

Watch and verify: When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

/buildability/when-do-we-need-llms-a-diagnostic-for-language-driven-bandits

Watchwatch

Subject: When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Verdict

Watch

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

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

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