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+ # Supernatural_Archon_25k (Master Scholar)
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+
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+ **Supernatural_Archon_25k** is a 25,000-example dataset aimed at *master-scholar* depth on **supernatural topics as cultural, historical, and analytical material**.
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+ It is designed for:
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+ - Comparative mythology & folklore (motifs, functions, quant methods)
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+ - Esoteric history & historiography (grimoires, alchemy, hermeticism) as **historical literature**
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+ - Comparative religion & hermeneutics
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+ - Scientific evaluation of paranormal claims (protocols, statistics, cognitive bias)
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+ - Cognitive science of anomalous experiences (sleep states, agency detection, coincidence)
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+ - Ritual studies & symbolic interpretation (semiotics, meaning, context)
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+ - Fictional worldbuilding systems for supernatural settings (explicitly labeled as fiction)
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+ - Ethics and safety around publishing supernatural-themed content
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+
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+ This dataset is **synthetic** and uses a **single consistent schema** across all records.
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+
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+ ## Files
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+
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+ - `supernatural_archon_25k.jsonl` — 25,000 records (single schema).
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+ - `dataset_card.md` — Hugging Face dataset metadata.
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+
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+ ## Single schema (consistent across all records)
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+
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+ Each JSONL line contains:
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+
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+ - `id` (string): unique identifier
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+ - `prompt` (string): task prompt (plain text; math included where relevant)
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+ - `answer` (string): concise master-scholar answer
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+ - `domain` (string): one of
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+ - `mythology_folklore`, `esoteric_history`, `comparative_religion`,
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+ `paranormal_investigation`, `cognitive_anomalies`, `ritual_literature`,
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+ `occult_symbolism`, `worldbuilding_systems`, `ethics_safety`, `safety`
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+ - `subdomain` (string): e.g., `motif_analysis`, `historiography`, `protocols`,
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+ `coincidence`, `ritual_theory`, `correspondences`, `system_design`, etc.
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+ - `task_type` (string): `compute` | `explain` | `derive` | `design` | `critique` | `interpret`
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+ - `level` (string): fixed as `master_scholar`
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+ - `verification.method` (string): `formula` | `closed_form` | `constructed` | `manual_review_recommended` | etc.
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+ - `safety` (string): `allowed` or `refuse`
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+ - `license` (string): `apache-2.0`
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+ - `source` (string)
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+ - `seed` (int)
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+
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+ ## Domain composition
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+
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+ {
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+ "mythology_folklore": 5000,
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+ "esoteric_history": 3500,
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+ "comparative_religion": 2500,
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+ "paranormal_investigation": 3000,
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+ "cognitive_anomalies": 2500,
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+ "ritual_literature": 2500,
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+ "occult_symbolism": 2000,
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+ "worldbuilding_systems": 2000,
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+ "ethics_safety": 1500,
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+ "safety": 500
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+ }
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+
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+ ## Safety and responsible use
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+
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+ - The dataset **does not** provide instructions to harm, coerce, or target real people.
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+ - A subset of examples are **refusals** for harmful requests (e.g., curses targeting individuals, coercion, or evasion).
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+ - Where “ritual” language appears, it is framed as **literary/fictional** or as **historical/anthropological description**, not as a claim of real-world efficacy.
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+
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+ ## Recommended use
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+
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+ - **SFT / instruction tuning:** train `prompt -> answer`.
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+ - **Compute-only evaluation:** filter by `task_type == "compute"` and `verification.method` in
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+ `{"formula","closed_form","constructed"}`.
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+ - **Balanced modeling:** mix `paranormal_investigation` + `cognitive_anomalies` with `mythology_folklore` and `esoteric_history`
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+ to build systems that are both culturally literate and statistically disciplined.
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+
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+ ## License
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+
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+ Apache-2.0
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