Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks

Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks

stale

Proof freshness: fresh
Proof status: unverified
Display score: 5/10
Last proof check: 2026-05-15
Score updated: 2026-05-15
Score fresh until: 2026-06-14
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 sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks | Route /signal-canvas/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks",
    "query_text": "Summarize Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks",
  "normalized_query": "2605.14604",
  "route": "/signal-canvas/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks",
  "paper_ref": "sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks",
  "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: Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks

PDF: https://arxiv.org/pdf/2605.14604v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:13:59.750Z

Signal Canvas receipt window

Watch and verify: Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks

/buildability/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks

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Subject: Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks

Verdict

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

Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks

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