datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
asr-reference-set-eval-temp
Temporary ASR evaluation audio
Temporary public audio files used for hosted ASR evaluation.
gdpval-office-round-trip-reference-filesstate-civil-statute-of-limitations
Civil statute of limitations by state and type of claim
Canonical, always-current version: https://referencesource.org/state-civil-statute-of-limitations/
Machine-readable: https://referencesource.org/state-civil-statute-of-limitations/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-25
Stale after: 2027-08-25 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 238
How long do you have to sue? Every… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/state-civil-statute-of-limitations.bible-reference
Bible Reference Corpus
Thirteen aligned reference datasets for study of the biblical text: Greek and
Hebrew lexicons keyed to Strong's numbers, an interlinear word map, the critical
apparatus of eight Greek editions, cross-reference and topical indexes, and
geolocated places.
Published by SermonIndex.
Everything in this repository is public domain or CC BY 4.0. Sources with
share-alike terms are kept in a separate repository,
sermonindex/bible-reference-sa,
so that a share-alike… See the full description on the dataset page: https://huggingface.co/datasets/sermonindex/bible-reference.hazmat-segregation-matrix
Hazmat load segregation — which hazard classes may travel together, highway vs vessel
Canonical, always-current version: https://referencesource.org/hazmat-segregation-matrix/
Machine-readable: https://referencesource.org/hazmat-segregation-matrix/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-10
Stale after: 2027-08-10 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 788
The pairwise… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/hazmat-segregation-matrix.optimal-reference-translationsThis is the dataset for two papers: Quality and Quantity of Machine Translation References for Automated Metrics [paper] - effect of reference quality and quantity on automatic metric performance, and Evaluating Optimal Reference Translations [paper] - creation of the data and human aspects of annotation and translation.
Please see the original repository for more information and the raw data or contact the authors with any questions.
Please make sure that you have the latest datasets… See the full description on the dataset page: https://huggingface.co/datasets/zouhar/optimal-reference-translations.data-breach-notification-clocks
US state data breach notification deadlines by state
Canonical, always-current version: https://referencesource.org/data-breach-notification-clocks/
Machine-readable: https://referencesource.org/data-breach-notification-clocks/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-02-14 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 18
US state-by-state data breach notification… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/data-breach-notification-clocks.glm51-kld-reference-logits-wikitext-ctx2048-s512-20260517 ---
license: other
pretty_name: GLM-5.1 KLD Reference Logits WikiText ctx2048 s512
tags:
- logits
- kld
- glm-5.1
- vllm
- b12x
---
# GLM-5.1 KLD Reference Logits
Public cache of the reference logits used for GLM-5.1 NVFP4 / mixed
FP8_PB_WO KLD evaluation. These files are generated logits, not model
weights. They are stored as `logits_*.safetensors` with one tensor named
`logits`, shape `(2047, 154880)`, dtype `float32`.
##… See the full description on the dataset page: https://huggingface.co/datasets/festr2/glm51-kld-reference-logits-wikitext-ctx2048-s512-20260517.bible-reference-sa
Bible Reference Corpus — Share-Alike Tier
The part of the SermonIndex Bible reference corpus that derives from
CC BY-SA 4.0 sources, kept in its own repository so that the share-alike
obligation is explicit and does not spread to the permissively licensed
material.
The main corpus is
sermonindex/bible-reference
(CC BY 4.0). Join on strongs / key.
If you use this repository, your derivative work must also be share-alike.
If that does not suit you, use the CC BY 4.0 repository… See the full description on the dataset page: https://huggingface.co/datasets/sermonindex/bible-reference-sa.chemical-elastomer-material-compatibility
Chemical resistance ratings for common elastomers
Canonical, always-current version: https://referencesource.org/chemical-elastomer-material-compatibility/
Machine-readable: https://referencesource.org/chemical-elastomer-material-compatibility/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-12
Stale after: 2028-08-11 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 2086
The compatibility rating of… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/chemical-elastomer-material-compatibility.router-firmware-support-status
Consumer router firmware support — end-of-life status and dates by vendor and model
Canonical, always-current version: https://referencesource.org/router-firmware-support-status/
Machine-readable: https://referencesource.org/router-firmware-support-status/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-11
Stale after: 2026-11-09 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 880
Per-model… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/router-firmware-support-status.production-reference-corpora
SHAR Production Reference Corpora
Ten distinct bilingual synthetic reference corpora with 240 records by SHAR Production — https://sharprod.com/
Records are CC BY 4.0. Code and documentation are MIT. All examples are synthetic and exclude client data and direct contacts. Related variants share one split group to prevent train/evaluation leakage. Codex assisted implementation and validation; SHAR Production is the accountable publisher.
solar-inverter-panel-battery-compatibility
Solar inverter–battery compatibility
Canonical, always-current version: https://referencesource.org/solar-inverter-panel-battery-compatibility/
Machine-readable: https://referencesource.org/solar-inverter-panel-battery-compatibility/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-12
Stale after: 2027-02-08 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 101
Which lithium batteries have been… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/solar-inverter-panel-battery-compatibility.ai-data-governance-reference-cases
ADGL Reference Cases and Governance Profiles
This Dataset repository accompanies the AI Data Governance Layer (ADGL) public research project.
ADGL models Knowledge Governance → Analysis Governance → Consequence Governance, with INFORM, DECIDE, and ACT as principal consequence dispositions and Audit + Provenance spanning the complete governance trajectory.
Configurations
reference_cases: eight structured reference cases with policy, input fixture, and expected… See the full description on the dataset page: https://huggingface.co/datasets/GBSNResearch/ai-data-governance-reference-cases.aircraft-inspection-and-test-intervals
Aircraft inspection and test intervals under 14 CFR Part 91
Canonical, always-current version: https://referencesource.org/aircraft-inspection-and-test-intervals/
Machine-readable: https://referencesource.org/aircraft-inspection-and-test-intervals/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-06
Stale after: 2028-08-05 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 13
How often each required… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/aircraft-inspection-and-test-intervals.regulatory-threshold-triggers
US federal employment law thresholds by employee count
Canonical, always-current version: https://referencesource.org/regulatory-threshold-triggers/
Machine-readable: https://referencesource.org/regulatory-threshold-triggers/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-04
Stale after: 2027-08-04 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 32
Employee-count thresholds that trigger US… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/regulatory-threshold-triggers.vacuum-filter-fitment
Miele vacuum cleaner bag type by model series
Canonical, always-current version: https://referencesource.org/vacuum-filter-fitment/
Machine-readable: https://referencesource.org/vacuum-filter-fitment/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-03
Stale after: 2027-08-03 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 10
Which Miele dust bag type (GN, FJM, U, or KK) fits a given Miele vacuum… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/vacuum-filter-fitment.state-marketplace-assistance-programs
State health insurance marketplace assistance by state: who runs it, where subsidies start and stop, and what the state adds
Canonical, always-current version: https://referencesource.org/state-marketplace-assistance-programs/
Machine-readable: https://referencesource.org/state-marketplace-assistance-programs/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-19
Stale after: 2026-12-18 (past this date, prefer the canonical copy —
it re-verifies on a cadence… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/state-marketplace-assistance-programs.discontinued-part-replacement-mapping
Discontinued electronic component replacement mapping
Canonical, always-current version: https://referencesource.org/discontinued-part-replacement-mapping/
Machine-readable: https://referencesource.org/discontinued-part-replacement-mapping/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-03
Stale after: 2026-11-01 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 28
Discontinued electronic… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/discontinued-part-replacement-mapping.mechanics-lien-deadlines-by-state
Mechanics lien filing deadlines, preliminary notice requirements, and enforcement windows by US state and party role
Canonical, always-current version: https://referencesource.org/mechanics-lien-deadlines-by-state/
Machine-readable: https://referencesource.org/mechanics-lien-deadlines-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-14
Stale after: 2027-08-14 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/mechanics-lien-deadlines-by-state.medical-certificate-validity-by-occupation
How long medical certificates last for pilots, commercial drivers and merchant mariners — by class, age and service type
Canonical, always-current version: https://referencesource.org/medical-certificate-validity-by-occupation/
Machine-readable: https://referencesource.org/medical-certificate-validity-by-occupation/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-11
Stale after: 2027-08-11 (past this date, prefer the canonical copy —
it re-verifies on a… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/medical-certificate-validity-by-occupation.veteran-property-tax-exemptions-by-state
State Property Tax Exemptions for Disabled Veterans — Exemption Amounts, Disability Rating Thresholds, and Eligibility Rules
Canonical, always-current version: https://referencesource.org/veteran-property-tax-exemptions-by-state/
Machine-readable: https://referencesource.org/veteran-property-tax-exemptions-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-08-18 (past this date, prefer the canonical copy —
it re-verifies on a… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/veteran-property-tax-exemptions-by-state.state-apprenticeship-ratios-by-trade
State construction apprentice-to-journeyman ratio requirements by trade
Canonical, always-current version: https://referencesource.org/state-apprenticeship-ratios-by-trade/
Machine-readable: https://referencesource.org/state-apprenticeship-ratios-by-trade/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-15
Stale after: 2027-08-15 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 43… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/state-apprenticeship-ratios-by-trade.food-additive-approval-status-us-vs-eu
Food additive regulatory approval status — US FDA vs EU
Canonical, always-current version: https://referencesource.org/food-additive-approval-status-us-vs-eu/
Machine-readable: https://referencesource.org/food-additive-approval-status-us-vs-eu/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-08-18 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 479
Cross-jurisdictional… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/food-additive-approval-status-us-vs-eu.hospital-price-transparency-mrf-index
Hospital price-transparency machine-readable file index (cms-hpt.txt)
Canonical, always-current version: https://referencesource.org/hospital-price-transparency-mrf-index/
Machine-readable: https://referencesource.org/hospital-price-transparency-mrf-index/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2026-11-16 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 950
An index of US… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/hospital-price-transparency-mrf-index.incident-notification-deadlines
Federal incident notification deadlines by regulation
Canonical, always-current version: https://referencesource.org/incident-notification-deadlines/
Machine-readable: https://referencesource.org/incident-notification-deadlines/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-12
Stale after: 2027-02-08 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 23
The mandatory notification deadlines… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/incident-notification-deadlines.iso-standard-supersessions
Withdrawn and superseded ISO standards
Canonical, always-current version: https://referencesource.org/iso-standard-supersessions/
Machine-readable: https://referencesource.org/iso-standard-supersessions/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-05
Stale after: 2027-02-02 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 24542
Every deliverable in ISO's own open-data register that has been… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/iso-standard-supersessions.ui-weekly-benefit-and-duration-by-state
Unemployment insurance: maximum weekly benefit and weeks of duration by US state
Canonical, always-current version: https://referencesource.org/ui-weekly-benefit-and-duration-by-state/
Machine-readable: https://referencesource.org/ui-weekly-benefit-and-duration-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-02-14 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 6
For… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/ui-weekly-benefit-and-duration-by-state.vehicle-emissions-testing-by-state
Vehicle emissions testing: which counties require it, in which states
Canonical, always-current version: https://referencesource.org/vehicle-emissions-testing-by-state/
Machine-readable: https://referencesource.org/vehicle-emissions-testing-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-25
Stale after: 2027-08-25 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 28
For each US state that… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/vehicle-emissions-testing-by-state.vehicle-inspection-defect-categories
Vehicle inspection defect categories: MOT major, minor and dangerous verdicts
Canonical, always-current version: https://referencesource.org/vehicle-inspection-defect-categories/
Machine-readable: https://referencesource.org/vehicle-inspection-defect-categories/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-06
Stale after: 2027-02-02 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 1422
What each… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/vehicle-inspection-defect-categories.