How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling

How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling

stale

Proof freshness: unknown
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-07
Score updated: 2026-04-07
Score fresh until: 2026-05-07
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 how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling | Route /signal-canvas/how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling",
    "query_text": "Summarize How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling",
  "normalized_query": "2604.04791",
  "route": "/signal-canvas/how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling",
  "paper_ref": "how-far-are-we-systematic-evaluation-of-llms-vs-human-experts-in-mathematical-contest-in-modeling",
  "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: How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling

PDF: https://arxiv.org/pdf/2604.04791v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-07T20:13:34.907Z

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Not build-ready: How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling

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Ignoreblocked

Subject: How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

How Far Are We? Systematic Evaluation of LLMs vs. Human Experts in Mathematical Contest in Modeling

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