Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents

Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents

stale

Proof freshness: unknown
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-06
Score updated: 2026-04-06
Score fresh until: 2026-05-06
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 detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents | Route /signal-canvas/detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents",
    "query_text": "Summarize Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents",
  "normalized_query": "2604.03173",
  "route": "/signal-canvas/detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents",
  "paper_ref": "detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents",
  "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: Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents

PDF: https://arxiv.org/pdf/2604.03173v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-06T20:12:49.631Z

Signal Canvas receipt window

Watch and verify: Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents

/buildability/detecting-and-correcting-reference-hallucinations-in-commercial-llms-and-deep-research-agents

Watchwatch

Subject: Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents

Verdict

Watch

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

Detecting and Correcting Reference Hallucinations in Commercial LLMs and Deep Research Agents

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Use this Signal Canvas via API or MCP

Signal Canvas proof surface