Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators

stale

Proof freshness: fresh
Proof status: unverified
Display score: 6/10
Last proof check: 2026-05-14
Score updated: 2026-05-14
Score fresh until: 2026-06-13
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 simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators | Route /signal-canvas/simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators",
    "query_text": "Summarize Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators",
  "normalized_query": "2605.12748",
  "route": "/signal-canvas/simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators",
  "paper_ref": "simulating-students-or-sycophantic-problem-solving-on-misconception-faithfulness-of-llm-simulators",
  "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: Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

PDF: https://arxiv.org/pdf/2605.12748v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-14T20:10:28.671Z

Signal Canvas receipt window

Watch and verify: Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

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Subject: Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

Verdict

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

Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

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