WithinUsAI/Human_25k — Master Scholars Academics (25k)

Academic-grade dataset for fine-tuning LLMs on human anatomy, physiology, clinical concepts, and biomedical quantitative reasoning in a Tiny-Recursive-Model-friendly format.

What’s inside (25,000 examples)

Task mix (fixed):

• 8,000 Fact-check / verification (wrapper=verify_true_false, truth_mode=verifiable_fact)
• 9,000 Self-contained quantitative reasoning (wrapper=minimal_chain, truth_mode=self_contained_math)
• 8,000 Academic definitions & micro-refreshers (wrapper=micro_refresher, truth_mode=textbook_definition)

Safety/Scope

• Educational and academic: anatomy, physiology, clinical terminology, and quantitative calculations.
• No personalized medical advice, no diagnosis/treatment plans, and no medication dosing instructions.

Schema

Each row is a JSON object:

• prompt.messages[]: chat-style messages (system + user)
• response: concise target answer
• meta: IDs, domain/subdomain, task, difficulty, wrapper, truth_mode, license, tags
• fact_sources: source anchors (official/standard/self-contained)
• artifacts: lightweight control hints (token hints, style contract)

Example

{
  "prompt": {
    "messages": [
      {"role": "system", "content": "You are WithinUsAI Master Scholars Human Anatomy & Health Sciences. Provide concise, factual academic answers. No treatment plans or personalized medical advice."},
      {"role": "user", "content": "True or False (medical academics): The human heart has four chambers: two atria and two ventricles."}
    ]
  },
  "response": "TRUE — The human heart has four chambers: two atria and two ventricles.",
  "meta": {
    "id": "WUA_HUMAN_25K_000001",
    "domain": "human_academics",
    "subdomain": "anatomy::cardiovascular",
    "task": "fact_check",
    "difficulty": "core",
    "truth_mode": "verifiable_fact",
    "wrapper": "verify_true_false",
    "created_utc": "2026-01-04T02:41:52Z",
    "license": "cc-by-4.0"
  },
  "fact_sources": [
    {
      "source_title": "OpenStax Anatomy & Physiology (CC BY 4.0)",
      "source_url": "https://openstax.org/details/books/anatomy-and-physiology",
      "evidence_type": "standard",
      "accessed_at_utc": "2026-01-04T02:41:52Z"
    }
  ],
  "artifacts": {"max_tokens_hint": 140, "style_contract": "concise_formal"}
}

Citation

If you use this dataset in research or releases, cite it as: Within Us AI — WithinUsAI/Human_25k (Master Scholars Academics).