measurement
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measurement-db
The AI Measurement Data Bank
Measurement Data Bank is a curated collection of standardized, item-level AI
evaluation results for measurement-science analysis.
Schema and versioned downloads
These six benchmark datasets use schema version 3. The GitHub repository contains the corresponding builders, source manifests, tests, and curation records.
Grading criteria are stored in items.parquet; traces link to observations through response_id. The response table on… See the full description on the dataset page: https://huggingface.co/datasets/aims-foundations/measurement-db.body-measurements-dataset
Body Measurements Dataset
The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different age groups, genders, and ethnicities.
The photos are captured in a standardized manner, depicting individuals in a front and side positions.
The images aim to… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/body-measurements-dataset.rwa-onchain-measurement
RWA on-chain measurement
SWIFT census (live): https://councilof.ai/api/swift
XRPL reader (live): https://councilof.ai/api/xrpl
On-chain measurement notes. Live XRPL reader /api/xrpl; board /api/gspc. Not a certificate.
Not a certificate. Hub is a printer of live GET, not a second engine. Fetch fail → UNCHECKABLE.
The live board is the authority
GET https://councilof.ai/api/gspc — quote totals.public_count. This Hub card is a printer of that GET, never a… See the full description on the dataset page: https://huggingface.co/datasets/csoai/rwa-onchain-measurement.signed-measurement-records
Signed measurement records
Council of AI measurement record. Measurement, not certification.
Living board: 22 axis · 22 measured. Jail is a measured floor (TIE), not a 16th pane.
Hub cells: GET https://councilof.ai/api/hub-cards → re-GET counts.* (typed Hub triples SUPERSEDED) (third-party Hub — not the board). Verify free: https://councilof.ai/gspc-verify
Do not freeze a score table here. Older axis counts are superseded by the living GET.
Jail is a measured floor, not a 16th… See the full description on the dataset page: https://huggingface.co/datasets/csoai/signed-measurement-records.measurement-db
Measurement Data Bank (MDB)
Curated response matrices from 146 AI evaluation benchmarks, standardized
as (subjects × items) matrices for IRT / psychometric analysis. This is
the data-curation pipeline for the AIMS Foundation
— it produces the datasets served at
aims-foundation/torch-measure-data
on HuggingFace Hub and consumed by
torch-measure.
Each benchmark has a single self-contained build.py that downloads raw
data, builds a response matrix, generates a heatmap, converts the… See the full description on the dataset page: https://huggingface.co/datasets/cxzdsa1234/measurement-db.measurements
Smeltcore GPU measurements
Raw VRAM and timing measurements of AI models running locally on consumer GPUs, made by the
operator of smeltcore.com on his own hardware. Every benchmark on
smeltcore.com that says measured by us points at a session folder in this repository, so a
reader can check the number against the trace it came from.
This is not a leaderboard. It is the evidence behind specific claims — "this model fits on this
card in this configuration" — published so that the… See the full description on the dataset page: https://huggingface.co/datasets/Smeltcore/measurements.