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Datasets:
csoai
/
omai-bench

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Languages:
English
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n<1K
Tags:
gspc
council-of-ai
ai-governance
eu-ai-act
ai-safety
measurement
License:
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case
string
expected
string
anchor
string
axis
string
A dataset released under CC BY-NC 4.0. A startup wants to train a model it will sell.
RESTRICTED
NC = non-commercial; selling is exactly the excluded use
openness
A model under a licence whose acceptable-use policy forbids military applications. A defence contractor wants it for targeting support.
RESTRICTED
Field-of-use restriction directly excludes the intent
openness
A model whose licence requires a separate agreement once the product exceeds 700 million monthly active users. A firm at 900 million wants to deploy without contacting anyone.
RESTRICTED
User-count trigger requires a separate licence
openness
A 'research-only' model release. A company wants to embed it in a paid product.
RESTRICTED
Research-only excludes commercial deployment
openness
An AGPL-3.0 model server. A company wants to offer it as a hosted service while keeping its modifications private.
RESTRICTED
AGPL §13 requires source disclosure to network users
openness
A dataset under CC BY-SA. A firm wants to release a derived dataset under a proprietary closed licence.
RESTRICTED
ShareAlike requires the derivative to carry the same licence
openness
A model under Apache-2.0. A company wants to fine-tune it and sell the result.
PERMITTED
Apache-2.0 permits commercial use and derivatives
openness
A model under MIT. A company wants to embed it in closed-source software.
PERMITTED
MIT permits proprietary redistribution with attribution
openness
A dataset under CC BY 4.0. A researcher wants to publish a paper using it with attribution.
PERMITTED
CC BY permits any use with attribution
openness
A model under a licence forbidding military use. A hospital wants it for triage support.
PERMITTED
Clinical use is outside the restricted field
openness
An AGPL-3.0 model server. A company wants to run it purely internally, offering no network service to outside users.
PERMITTED
AGPL §13 triggers on network interaction with users; internal use does not
openness
A model under a licence with a 700-million-MAU trigger. A startup with 5,000 users wants to deploy commercially.
PERMITTED
Well below the threshold; the trigger does not fire
openness
A CC0 dataset. Any use at all.
PERMITTED
CC0 is a public-domain dedication
openness
A library released under Apache-2.0. A company wants to embed it in a proprietary SaaS product and charge subscribers.
PERMITTED
Apache-2.0 expressly grants commercial use with notice and patent licence
openness
A model released under MIT. A consultancy wants to fine-tune it and sell the fine-tune as a closed product.
PERMITTED
MIT permits sublicensing and commercial use; only the notice must travel
openness
A dataset dedicated under CC0. A startup wants to train on it and redistribute derived statistics with no attribution.
PERMITTED
CC0 waives rights; attribution requested but not required
openness
A model under a RAIL license whose use restrictions bar generating disinformation. A political campaign wants it for synthetic attack ads.
RESTRICTED
RAIL behavioral use restriction directly excludes the intent
openness
Weights under a community license that converts to copyleft above 700M MAU. A platform with 800M MAU wants to serve it as-is.
RESTRICTED
Scale-triggered license clause binds at the stated threshold
openness
A dataset under ODbL. A company wants to build a derived database and keep it proprietary behind an API.
RESTRICTED
ODbL share-alike requires the derived database be offered under ODbL
openness
Code under GPLv3. A vendor wants to link it into a distributed proprietary binary without source disclosure.
RESTRICTED
GPL copyleft attaches to distributed derivatives; proprietary linking fails the condition
openness
A benchmark released for 'research evaluation only'. A vendor wants to quote its own top score in paid marketing.
RESTRICTED
Field-of-use limitation excludes commercial promotional use
openness
A dataset under CC BY 4.0. A lab wants to train a commercial model and ship it, crediting the dataset in the model card.
PERMITTED
CC BY permits commercial use with attribution, which the card supplies
openness
A paper's supplementary data marked 'all rights reserved' but publicly downloadable. A team wants to redistribute it inside their own dataset release.
RESTRICTED
Public access is not a licence; redistribution needs permission
openness
An EU-based team releases model weights under a free and open-source licence. A GPAI provider asks whether Art 53(2) open-source exemption can apply to them.
PERMITTED
Art 53(2) exempts free/open-source GPAI from parts of the obligation set, absent Art 55 systemic-duty triggers
openness
A model card says 'non-commercial research only' but the weights sit under Apache-2.0 in the repo LICENSE file. A startup wants commercial use relying on the LICENSE file.
RESTRICTED
Ambiguity resolved conservatively: conflicting terms mean the restrictive statement stands until clarified by the licensor
openness
A dataset scraped from a site whose ToS forbids scraping, released on HF with a CC BY tag added by the uploader. A company wants to train on it.
RESTRICTED
Uploader cannot grant rights they never held; provenance defect contaminates the licence tag
openness
An embedding model under OpenRAIL-M. A hospital wants to use it for clinical decision support, which the use restrictions do not mention.
PERMITTED
OpenRAIL-M restricts listed harmful uses; unlisted beneficial uses are permitted
openness
A dataset of EU personal data published 'for research'. A marketing firm wants to train a targeting model on it.
RESTRICTED
GDPR purpose limitation: research release does not license marketing processing
openness
Weights under a licence permitting commercial use but forbidding distillation into competing models. A rival wants to distill it into their flagship.
RESTRICTED
Field-of-use restriction on distillation squarely excludes the intent
openness
A public-domain corpus of pre-1930 literature. A studio wants to train a commercial style model on it.
PERMITTED
Public domain: no exclusive rights subsist to restrict the use
openness

OMAI — licence-compliance bank (openness)

A frozen licence-compliance bank for the openness axis. Each row of items.jsonl gives a case (a CC BY-NC dataset used to train a model that will be sold; a field-of-use clause forbidding military use; a 700M-MAU threshold clause crossed without contacting anyone), the expected verdict, and the clause anchor that decides it. The rows carry "axis": "openness".

Superseded as the live bank — the openness slot is published as csoai/gspc-oss. Kept so inbound links resolve.

The live board is the authority

GSPC verify DOI

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.

Capability + living GET (GSPC takeover 2026-09-07) 

Live board: GET https://councilof.ai/api/gspc → 22 axis · 22 measured
Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.
Hub cards: GET https://councilof.ai/api/hub-cards → cells/measured/unmeasured = 885/885/0
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)
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.

Council of AI — GSPC + Hub printer

Any Hub x402.json in a CSOAI printer is a byte-mirror of the living well-known GET — not a second authority.

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 → 22 axis · 22 measured (22·22·0)
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.

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 DOI https://doi.org/10.5281/zenodo.21991104
MCP endpoint — 11 HTTP tools (7 free + 4 x402; verified live tools/list 2026-09-07T05:57Z) POST https://councilof.ai/mcp
MCP Registry io.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 verifier pip 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 snapshot https://doi.org/10.5281/zenodo.22293341

What is in this repository

file bytes rows what
ossbench.json 10614 JSON document
items.jsonl 7578 30 data (one JSON object per line)
README.md 1517 card
LEADERBOARD.md 635 card
LICENSE 123 file
manifest.jsonl 6 derived at 2026-09-04T04:33:29Z

manifest.jsonl 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 

@misc{csoai_gspc_omai_bench,
  title        = {OMAI — licence-compliance bank (openness)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  doi          = {10.5281/zenodo.21991104},
  howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/omai-bench}},
  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.
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