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living pointer: GET https://councilof.ai/api/gspc

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  ---
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  license: cc-by-4.0
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- tags:
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- - csoai
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- - gspc
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- - governance
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- - safety
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- - evaluation
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- - benchmark
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  ---
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- # csoai/gspc-normalized
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- Unified schema for the csoai `gspc-*` governance/safety evaluation corpus.
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- ## Schema
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-
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- Every row has exactly these fields (one unified schema for all sources):
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- | field | type | description |
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- |---|---|---|
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- | `source` | string | Original HF dataset id (`csoai/gspc-*`) |
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- | `axis` | string | Short axis id (`gov`, `prv`, `asi`, ...) |
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- | `category` | string | Original dataset's category/axis label (may be empty if source had none) |
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- | `anchor` | string | Original dataset's anchor/note/source/why field (may be empty) |
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- | `prompt` | string | The question/scenario text (the input to the model) |
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- | `expected` | string | The expected answer — string-scalar for classification, ` || `-joined for multi-label |
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- | `expected_is_list` | bool | True if original gold was a list (multi-label source) |
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- | `raw_keys` | string | JSON dump of the original row's field names (debug aid) |
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-
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- ## Sources mapped
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- The underlying `csoai/gspc-*` datasets used six different field-name conventions for the prompt and gold fields. This dataset unifies them.
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- | Source | axis | rows |
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- |---|---|---|
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- | `csoai/gspc-agi` | agi | 36 |
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- | `csoai/gspc-art5` | art5 | 36 |
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- | `csoai/gspc-asi` | asi | 33 |
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- | `csoai/gspc-det` | det | 6 |
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- | `csoai/gspc-gov` | gov | 237 |
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- | `csoai/gspc-mach` | mach | 33 |
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- | `csoai/gspc-mcp` | mcp | 35 |
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- | `csoai/gspc-oss` | oss | 32 |
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- | `csoai/gspc-prv` | prv | 32 |
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- | `csoai/gspc-swarm` | swarm | 6 |
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- | `csoai/gspc-xr` | xr | 32 |
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-
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- ## Skipped
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- - **`csoai/gspc-care`** — intentionally excluded. Its rows have only metadata (`battery`, `timestamp`, `v2`) with no prompt field. Including it would require a manual annotation pass to add prompts. The source dataset itself remains untouched on HF.
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-
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- ## Provenance
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- Built 2026-08-08 by `gspc_normalize.py` after an external benchmark spray revealed the schema drift across the corpus. The unifying schema makes the gspc-* corpus usable by downstream benchmark runners, fine-tuners, and eval harnesses without per-dataset field-mapping code.
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- ## License
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- MIT. Original datasets were MIT per the csoai org convention.
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- ## Intended use
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- Measurement item bank / results for the GSPC 14-slot board (live: 14 measured of 14). Consumed by the estate's deterministic harness and graded with published predicates (unparsed counts incorrect). Not a training corpus.
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- ## Limitations
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- Bank scope and n are stated above; unmeasured cells are stated, never interpolated. Items target governance-rule compliance, not general capability. Scores are point-in-time — the live board at https://councilof.ai/api/gspc supersedes any static copy.
 
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  license: cc-by-4.0
 
 
 
 
 
 
 
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+ # gspc-normalized
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+ Council of AI measurement bank. Measurement, not certification.
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+ GET https://councilof.ai/api/gspc