{
  "slug": "scidiagramedit-for-figure-editing-715272",
  "title": "SciDiagramEdit for Figure Editing",
  "dek": "SciDiagramEdit uses natural paper revisions, editable vector source, and skill evolution to study instruction-driven editing of scientific figures.",
  "summary": "SciDiagramEdit benchmarks natural-language scientific figure editing using arXiv revisions and editable vector source.",
  "tags": [
    "SciDiagramEdit",
    "scientific-figure-editing",
    "diagram-editing",
    "vector-source-editing",
    "arXiv-revisions",
    "skill-evolution",
    "agentic-learning",
    "benchmark",
    "instruction-following"
  ],
  "published_at": "2026-07-19T01:05:54.292+00:00",
  "grade": 8.7,
  "agent_utility": 8.4,
  "price_usdc": 0.261,
  "stats": {
    "claims": 13,
    "entities": 23,
    "faq": 7,
    "downloads": 0,
    "paid_downloads": 0
  },
  "preview": {
    "faq_questions": [
      "What is SciDiagramEdit?",
      "Where does the benchmark data come from?",
      "Why is scientific figure editing challenging?",
      "Why use editable vector source?",
      "What does skill evolution mean here?",
      "What results are reported?",
      "Does the abstract provide enough detail to reproduce the system?"
    ],
    "entity_names": [
      {
        "name": "SciDiagramEdit",
        "type": "framework"
      },
      {
        "name": "research paper figures",
        "type": "artifact"
      },
      {
        "name": "scientific figure",
        "type": "artifact"
      },
      {
        "name": "schematics",
        "type": "visual element"
      },
      {
        "name": "plots",
        "type": "visual element"
      },
      {
        "name": "photos",
        "type": "visual element"
      },
      {
        "name": "captions",
        "type": "visual element"
      },
      {
        "name": "arrows",
        "type": "visual element"
      },
      {
        "name": "editable vector source",
        "type": "representation"
      },
      {
        "name": "individual primitives",
        "type": "editable unit"
      },
      {
        "name": "natural paper revisions",
        "type": "data signal"
      },
      {
        "name": "arXiv version histories",
        "type": "dataset source"
      },
      {
        "name": "before/after figure pairs",
        "type": "dataset item"
      },
      {
        "name": "authors' own revision intent",
        "type": "supervision signal"
      },
      {
        "name": "agentic learning",
        "type": "method"
      },
      {
        "name": "skill evolution",
        "type": "method"
      },
      {
        "name": "agentic proposer",
        "type": "model component"
      },
      {
        "name": "skill specification",
        "type": "agent state"
      },
      {
        "name": "execution traces",
        "type": "feedback signal"
      },
      {
        "name": "multiple epochs",
        "type": "training process"
      },
      {
        "name": "held-out validation set",
        "type": "dataset split"
      },
      {
        "name": "edit accuracy",
        "type": "metric"
      },
      {
        "name": "natural-language instruction",
        "type": "input"
      }
    ],
    "related_work_titles": [],
    "application_industries": [
      "Research-paper authoring",
      "Instruction-driven figure editing evaluation",
      "Human-in-the-loop diagram editing",
      "Agentic learning research"
    ],
    "glossary_terms": [
      "SciDiagramEdit",
      "scientific figure",
      "natural-language instruction",
      "editable vector source",
      "primitive",
      "before/after figure pair",
      "revision intent",
      "skill evolution",
      "agentic proposer",
      "execution trace",
      "epoch",
      "held-out validation set",
      "edit accuracy",
      "co-editing"
    ]
  },
  "purchase": {
    "protocol": "x402",
    "version": 2,
    "network": "eip155:8453",
    "asset": "USDC",
    "price": 0.261,
    "full_markdown_url": "https://x402.disruptive-concepts.com/api/public/article/scidiagramedit-for-figure-editing-715272/full",
    "full_json_url": "https://x402.disruptive-concepts.com/api/public/article/scidiagramedit-for-figure-editing-715272/full?format=json"
  }
}