Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering

Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering | Route /signal-canvas/navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering",
    "query_text": "Summarize Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering",
  "normalized_query": "2603.25422",
  "route": "/signal-canvas/navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering",
  "paper_ref": "navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering",
  "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: Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering

PDF: https://arxiv.org/pdf/2603.25422v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Not build-ready: Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering

/buildability/navigating-the-prompt-space-improving-llm-classification-of-social-science-texts-through-prompt-engineering

Ignoreblocked

Subject: Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering

Verdict

Ignore

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

Navigating the Prompt Space: Improving LLM Classification of Social Science Texts Through Prompt Engineering

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface