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csoai/gspc-normalized

GSPC normalised — every bank in one schema The one schema to read first. 518 rows that flatten several GSPC banks into a single shape: source (the bank repository the row came from), axis, category, anchor, prompt, expected, expected_is_list, and raw_keys recording the original row's keys so nothing is silently dropped. If you want to reuse the banks without learning each one's native layout, start here. The live board is the authority GET… See the full description on the dataset page: https://huggingface.co/datasets/csoai/gspc-normalized.

sourceHugging Facecc-by-4.0updated 2d agoView on Hugging Face
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Dataset Card

GSPC normalised — every bank in one schema

The one schema to read first. 518 rows that flatten several GSPC banks into a single shape: source (the bank repository the row came from), axis, category, anchor, prompt, expected, expected_is_list, and raw_keys recording the original row's keys so nothing is silently dropped. If you want to reuse the banks without learning each one's native layout, start here.

<!-- csoai-hubcard-v2 -->

The live board is the authority

![GSPC](https://councilof.ai/api/gspc) ![verify](https://councilof.ai/gspc-verify) ![DOI 10.5281/zenodo.21991104: Zenodo record unavailable](https://councilof.ai/methodology/)

GET https://councilof.ai/api/gspc — quote totals.public_count. This Hub card is a printer of that GET, never a second engine. If the fetch fails the honest answer is UNCHECKABLE — never a fabricated 0.000. Status words: LOADING / UNREACHABLE / UNMEASURED / UNCHECKABLE.

Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.

<!-- csoai-capability-densify-2026-09-14-tui7 -->

Capability + living GET (TUI7 distribution 2026-09-14)

SUPERSEDED: typed Hub triples LIVE (re-GET /api/hub-cards → counts.*) (and prior 885/900/937/1113/1182/1185) — do not re-paste. Hub cite = live GET only.

Live board: GET https://councilof.ai/api/gspc → quote totals.public_count / totals.lid (23·23·0 derived, never typed as a frozen paste)
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells / counts.measured / counts.unmeasured LIVE (no typed Hub triple)
Hub bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
Free verify: https://councilof.ai/gspc-verify
Discovery: GET https://councilof.ai/.well-known/x402.json (live · Base · USDC)
OX discovery resources: councilof 0/60 honest — do not invent rows
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

![GSPC board](https://councilof.ai/api/gspc) ![Hub cells](https://councilof.ai/api/hub-cards)

Council of AI — GSPC + Hub printer

  • —Living board: https://councilof.ai/api/gspc — quote totals.public_count / totals.lid (never invent MEASURED)
  • —Hub cite: https://councilof.ai/api/hub-cards — re-GET; quote counts.* (typed LIVE (re-GET /api/hub-cards → counts.*) SUPERSEDED 2026-09-14)
  • —Hub dataset bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
  • —Verify free: https://councilof.ai/gspc-verify
  • —x402 discovery: https://councilof.ai/.well-known/x402.json
  • —Catalog: https://councilof.ai/api/x402
  • —Free door (amount 0): https://councilof.ai/api/free-door
  • —Jail goldbank: https://huggingface.co/datasets/csoai/gspc-jail-goldbank
  • —Human: free + x402 PAYG · Coming—Paddle not live · never Stripe
  • —Agents: payTo is merchant receive — never the signer
  • —Self-settle proves the rail; stranger revenue is separate (do not invent buyers)
  • —Measurement, not certification. Never sell a rank. Never certify.

Any Hub x402.json in a CSOAI printer is a byte-mirror of the living well-known GET — not a second authority. <!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-wave-e-openapi-2026-09-07 -->

OpenAPI / CDP discovery (apex · Wave E)

OpenAPI (canonical): GET https://councilof.ai/openapi.json  → version 0.2+6c709613dc31 · 97 paths
NOT: https://councilof.ai/public/openapi.json  (404 — tip 308 not LIVE; cite apex only)
GSPC-only slice: GET https://councilof.ai/api/openapi.json  (7 paths — not CDP paid catalog)
x402 discovery: GET https://councilof.ai/.well-known/x402.json  (mode live · Base eip155:8453 · USDC)
Catalog: GET https://councilof.ai/api/x402
Living board: GET https://councilof.ai/api/gspc → 23 axes · 23 measured (23·23·0)
Verify free: https://councilof.ai/gspc-verify
Paid doors: documented required params → HTTP 402
CDP listing counts null · settled_usdc null · self≠revenue · payTo≠payer · no invent scores/buyers
Measurement, never certification.

<!-- /csoai-wave-e-openapi-2026-09-07 -->

This repository: NOT A BOARD MEASUREMENT — this repository is a corpus, mirror or door published by CSOAI. It carries no axis score. The measured slots live on the board GET below.

Live board (authority)<https://councilof.ai/api/gspc>
Verify a card — free, no account<https://councilof.ai/gspc-verify>
How to verify, by hand<https://councilof.ai/signed/HOW-TO-VERIFY.md>
Transparency root (Merkle)<https://councilof.ai/root.json>
Every CSOAI repo on the Hub<https://huggingface.co/csoai>
Methodology DOI10.5281/zenodo.21991104 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live methodology page (not the deposit's bytes): <https://councilof.ai/methodology/>)
MCP endpoint — 11 HTTP tools (7 free + 4 x402; verified live tools/list 2026-09-07T05:57Z)POST https://councilof.ai/mcp
MCP Registryio.github.CSOAI-ORG/gspc — version not pinned here; the registry is the authority
npm — MCP server`csoai-gspc-mcp` — npx -y csoai-gspc-mcp. No version is pinned here: ask the registry for the current one rather than trusting a number written on a card.
Python reader + card verifierpip install "csoai-gspc[verify]" then csoai-gspc check — re-derives the board totals from the axis array and exits non-zero if they disagree
This board as a dated, citable snapshot10.5281/zenodo.22293341 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live board dataset (not the deposit's bytes): <https://huggingface.co/datasets/csoai/gspc-board>)

What is in this repository

filebytesrowswhat
data/train-00000-of-00001.parquet56817data (Parquet)
README.md1498card
eval.yaml511config
manifest.jsonl4derived at 2026-09-04T04:33:29Z

manifest.parquet is derived from this repository's own file tree at 2026-09-04T04:33:29Z; it lists every file with its size, its blob hash and a direct URL, so an agent can enumerate the repo without cloning it.

Citation

bibtex
@misc{csoai_gspc_gspc_normalized,
  title        = {GSPC normalised — every bank in one schema},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi_status   = {Zenodo DOI 10.5281/zenodo.21991104: UNAVAILABLE since 29 Sep 2026 (Zenodo blocked the CSOAI account; appeal pending; status https://councilof.ai/interop/zenodo-status.json). Cite the served methodology: https://councilof.ai/signed/HOW-TO-VERIFY.md},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-normalized}},
  note         = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}

Measurement, not certification. No slot is for sale and no empty slot is filled by payment. Issued by CSOAI Ltd (England & Wales, Companies House 16939677), 3rd Floor, 86–90 Paul Street, London EC2A 4NE. Card refreshed 2026-09-04T04:33:29Z; every number above is either fetched live or carries the timestamp at which it was read. <!-- /csoai-hubcard-v2 -->

<!-- csoai-capability-densify-2026-09-14-tui7 -->

Capability + living GET (TUI7 distribution 2026-09-14)

SUPERSEDED: typed Hub triples LIVE (re-GET /api/hub-cards → counts.*) (and prior 885/900/937/1113/1182/1185) — do not re-paste. Hub cite = live GET only.

Live board: GET https://councilof.ai/api/gspc → quote totals.public_count / totals.lid (23·23·0 derived, never typed as a frozen paste)
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells / counts.measured / counts.unmeasured LIVE (no typed Hub triple)
Hub bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
Free verify: https://councilof.ai/gspc-verify
Discovery: GET https://councilof.ai/.well-known/x402.json (live · Base · USDC)
OX discovery resources: councilof 0/60 honest — do not invent rows
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

![GSPC board](https://councilof.ai/api/gspc) ![Hub cells](https://councilof.ai/api/hub-cards)

Council of AI — GSPC + Hub printer

  • —Living board: https://councilof.ai/api/gspc — quote totals.public_count / totals.lid (never invent MEASURED)
  • —Hub cite: https://councilof.ai/api/hub-cards — re-GET; quote counts.* (typed LIVE (re-GET /api/hub-cards → counts.*) SUPERSEDED 2026-09-14)
  • —Hub dataset bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
  • —Verify free: https://councilof.ai/gspc-verify
  • —x402 discovery: https://councilof.ai/.well-known/x402.json
  • —Catalog: https://councilof.ai/api/x402
  • —Free door (amount 0): https://councilof.ai/api/free-door
  • —Jail goldbank: https://huggingface.co/datasets/csoai/gspc-jail-goldbank
  • —Human: free + x402 PAYG · Coming—Paddle not live · never Stripe
  • —Agents: payTo is merchant receive — never the signer
  • —Self-settle proves the rail; stranger revenue is separate (do not invent buyers)
  • —Measurement, not certification. Never sell a rank. Never certify.

Any Hub x402.json in a CSOAI printer is a byte-mirror of the living well-known GET — not a second authority. <!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-cite-v1:start -->

Objections, contact and corrections

To object to a row, ask for a re-check, request a correction or ask for a record to be withdrawn, email nicholas@csoai.org or use the appeals and dispute route at https://councilof.ai/dispute/. Corrections are listed in the corrections ledger at https://councilof.ai/api/corrections, with what changed and when. CSOAI Ltd (company no. 16939677, England and Wales) is the accountable publisher.

How to cite

CSOAI Ltd (Council of AI). GSPC normalised — every bank in one schema. 2026. Hugging Face dataset csoai/gspc-normalized. https://huggingface.co/datasets/csoai/gspc-normalized

bibtex
@misc{csoai_gspc_normalized,
  title        = {GSPC normalised — every bank in one schema},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-normalized},
  note         = {Corrections: https://councilof.ai/api/corrections}
}

Licence: CC-BY-4.0. Attribute Council of AI, CSOAI Ltd (16939677), https://councilof.ai.

Corrections and verification

  • —Corrections ledger (signed): https://councilof.ai/api/corrections. Corrections to CSOAI's published records are logged there with what changed and when.
  • —Verify a signed record yourself, free and without an account: https://councilof.ai/gspc-verify/ (step by step: https://councilof.ai/signed/HOW-TO-VERIFY.md).
  • —Conformance kit for signed-receipts/v1, with test vectors for implementers: https://councilof.ai/spec/signed-receipts/v1/conformance/ <!-- csoai-cite-v1:end -->

<!-- csoai-archive-by-axis:start 2026-10-06 -->

Signed archive by axis (measurement, never certification)

Source: https://councilof.ai/signed/card_index.json (schema csoai.gspc-card-index/0.1, packaged 2026-08-28T15:39:25Z). Existing signed units only; measured is not scored; supply-led, never a grade.

AxisSigned cardsDistinct modelsSample signed card
arc-302323https://councilof.ai/signed/cards/eeb12ba044e7d474b92ed5c379cafba5005a7e8f720ed8cd52e5a92ed1435536.json
care2323https://councilof.ai/signed/cards/e5b5ec5f0d5b7f4d772276d11197f9cd22b339f287bc0bc61ea784749bd8100f.json
care-refusal-help2727https://councilof.ai/signed/cards/acf6bf0356123632758bf6c98c83d81c7a8392c3b111b311317c516cc65133a4.json
care-refusal-protect2727https://councilof.ai/signed/cards/82994353b8f94337746ddf73700b0edc425d695d43910dbfeb53d118d5a09a1c.json
gov2323https://councilof.ai/signed/cards/0db9c146ab2c5488a83946529e6c527d4ad9e98418c29f341e3be3ee6100b996.json
gsm8k-302323https://councilof.ai/signed/cards/5f9ea3e964a9cad3e85fb51c4453c4d5c89208584825b3f17e9a9fc32346830b.json
gspc-conformance2121https://councilof.ai/signed/cards/32df7c2b25d7306e30efdfc25a6d2a1c17a951071e2567e19db475b86214b17d.json
gspc-continuity2121https://councilof.ai/signed/cards/58bd1deacf1422a805816242176ae63e688307ee767cc384e44a96fac114a5f1.json
gspc-governance2121https://councilof.ai/signed/cards/1390baba7c0507ddd6ec85088b3a9763c1b7d929aa01ca298414478ff90b356d.json
gspc-openness2121https://councilof.ai/signed/cards/75c0f83d849121a8bf43306d10591cbba15465816e7364438af25a5d0401ac3d.json
gspc-provenance2121https://councilof.ai/signed/cards/35a4eb2b69dfe03fad8aa082a6ab0845f506d03218ea3c1bece93337cb427bca.json
gspc-safety2121https://councilof.ai/signed/cards/5dfe7d868d252689ff4d5eabb9cad17587f797ddbd8fce26a63b7f5227c29373.json
jail-escape-detection88https://councilof.ai/signed/cards/acec0ee7b86c1385e0455660ea1f2f23bfccc904a1b68308263a5e2eb982fa57.json
mmlu-302323https://councilof.ai/signed/cards/e9dfb663c9156e6540da491d87e21a061c25271ee9ff9f8a563126af784fe34d.json
swag-302525https://councilof.ai/signed/cards/30d86609e50d82ecf7527feb27f83bbc64190bc4ea32c4dcf3d6f07a07addec4.json
swarm-candidates77https://councilof.ai/signed/cards/8591fdc18b6b7cbd0513c3306d59bc6624f4e93bcafe2ce4326691a2a79ad891.json

Totals: 335 signed cards · 16 card_index axes · 335/335 cards HTTP 200 · 64 distinct public model names.

Live lids (re-GET 2026-10-06T01:13Z):

  • —GET https://councilof.ai/signed/card_index.json → n_cards=335
  • —GET https://councilof.ai/api/gspc → 23 axes · 23 measured
  • —GET https://councilof.ai/api/hub-cards → 384/384/0 (cells/measured/unmeasured)

Connect: Primary MCP: https://councilof.ai/mcp

Verify (free): https://councilof.ai/gspc-verify/ · method https://councilof.ai/signed/HOW-TO-VERIFY.md

Zenodo DOI 10.5281/zenodo.21991104: UNAVAILABLE since 29 Sep 2026 (Zenodo blocked the CSOAI account; appeal pending; status https://councilof.ai/interop/zenodo-status.json). Cite the served methodology: https://councilof.ai/signed/HOW-TO-VERIFY.md

Caveat: do not fuse card_index axes (16) with board axes (23) or Hub cells (384); they are three different counts. Per-card values are point-in-time; never compare a card's accuracy to the live board as one number. RunPod pod outputs are UNSIGNED and are not counted or cited. <!-- csoai-archive-by-axis:end 2026-10-06 -->

<!-- csoai-smithery-connect-honest-2026-10-05 -->

Smithery / MCP Connect (measured 2026-10-05 — not a certification)

  • —Primary Connect (free tools): https://councilof.ai/mcp — initialize 200; call tools/list. Prefer this URL in every agent config.
  • —Smithery discovery: https://smithery.ai/servers/csoai/gspc-mcp — external release lists upstream https://councilof.ai/mcp. Registry deploymentUrl remains the Smithery gateway (https://gspc-mcp--csoai.run.tools); POST without bearer → 401. That is gateway-by-design — do not claim the registry points at the council door.
  • —Stale duplicate `csoai/gspc`: UI /servers/csoai/gspc 404 after unlist attempt; registry row may still exist with run.tools 401. Prefer only csoai/gspc-mcp for discovery.
  • —Measurement only. Never invent that registry deploymentUrl equals councilof.ai/mcp. Never certify. <!-- /csoai-smithery-connect-honest-2026-10-05 -->