datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
moss-voice-profile-references
MOSS voice-profile references
Complete voice profiles: one reference speaker rendered through a matrix of named acting
conditions in English and German, with every candidate take kept — not just the winner — and
every take scored on itself.
Two releases live here.
voices
groups / voice
candidates / group
rows
audio
audio variants
pilot/ — the ten pilot voices
10
842
48
402,560
853.5 h
raw
root — Velvet Sage Baritone
1
832
32
106,424
239.6 h
raw, vc, raw_sidon… See the full description on the dataset page: https://huggingface.co/datasets/TTS-AGI/moss-voice-profile-references.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.spain-reference-personas-frontier
Spain Reference Personas Frontier
Spain Reference Personas Frontier is an open synthetic reference population and benchmark substrate for evaluating and designing socially grounded AI systems for Spain.
It is not observed microdata, not a survey, not a prediction of real citizens, and not a substitute for fieldwork, administrative data, or domain-specific validation.
The package is designed for simulation, evaluation, prompt conditioning, subgroup analysis, service design… See the full description on the dataset page: https://huggingface.co/datasets/apol/spain-reference-personas-frontier.entity-references
Entity References Database
A comprehensive entity database for organizations, people, roles, and locations with embedding-based semantic search. Built from authoritative sources (GLEIF, SEC, Companies House, Wikidata) for entity linking and named entity disambiguation.
Dataset Summary
This dataset provides fast lookup and qualification of named entities using vector similarity search. It stores records from authoritative global sources with embeddings generated by… See the full description on the dataset page: https://huggingface.co/datasets/Corp-o-Rate-Community/entity-references.InstaDeepAI_human_reference_genomeglm51-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.Spatial-Reference-Grid
WORK IN PROGRESS...
Spatial-Reference-Grid
The MajorTom spatial reference grid is now available as spatial data, provided in both GeoParquet and GeoPackage formats.
It is a global grid containing 5,091,140 cells.
Metadata content
Field
Type
Description
grid_cell
string
Major TOM cell
grid_row_u
int
Major TOM cell row
grid_col_rint
Major TOM cell col
utm_crs
string
CRS of the original product
centre_lat
float
Centre of the of the… See the full description on the dataset page: https://huggingface.co/datasets/Major-TOM/Spatial-Reference-Grid.pokemon-card-sold-price-reference
Pokémon Card Sold-Price Reference by Grade — Raw, PSA 9, PSA 10 (508 Cards, 2026)
Median sold-price reference for 508 Pokémon cards across raw (ungraded), PSA 9, and PSA 10 eBay sales, compiled from real graded and ungraded sold comps (PokemonPriceTracker sold-listing data). 508 of 508 cards have a PSA 9 comp; the median PSA-10-over-PSA-9 grading premium across cards with both is 4.9×. Reference pricing only — sample sizes and confidence flags are included so nobody treats a… See the full description on the dataset page: https://huggingface.co/datasets/rrhagentbiz/pokemon-card-sold-price-reference.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.rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_OrderingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_Ordering.rby1_reference_20260814_134434This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"right_arm_0",
"right_arm_1",
"right_arm_2",
"right_arm_3",
"right_arm_4",
"right_arm_5",
"right_arm_6",
"right_gripper_0"… See the full description on the dataset page: https://huggingface.co/datasets/sunuk000/rby1_reference_20260814_134434.rollout_groot_Ordinal_Reference_Ordering_20260828_104102This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_groot_Ordinal_Reference_Ordering_20260828_104102.rby1_reference_20260821_120750This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"right_arm_0.pos",
"right_arm_1.pos",
"right_arm_2.pos",
"right_arm_3.pos",
"right_arm_4.pos",
"right_arm_5.pos",
"right_arm_6.pos"… See the full description on the dataset page: https://huggingface.co/datasets/kemjensak/rby1_reference_20260821_120750.rollout_pi05_5841357_Ordinal_Reference_OrderingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_pi05_5841357_Ordinal_Reference_Ordering.rollout_vla0_Ordinal_Reference_Ordering_90s_20260828_145313This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 10,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_vla0_Ordinal_Reference_Ordering_90s_20260828_145313.clustered-reference-voices
Clustered Reference Voices (EMOLIA 3K)
3,000 enhanced reference voice MP3s — one high-quality representative sample per speaker cluster, selected and scored by a multi-expert neural quality model.
Overview
Property
Value
Total clips
3,000
Total duration
11.3 hours
Mean duration
13.5 s (range: 3.5 – 29.9 s)
Format
MP3, 192 kbps, 48 kHz
Language
English
Naming
{cluster_id}.mp3 (0 – 2999)
Source
The source data is… See the full description on the dataset page: https://huggingface.co/datasets/laion/clustered-reference-voices.rollout_groot_vision_only_Ordinal_Reference_Ordering_20260831_133704This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_groot_vision_only_Ordinal_Reference_Ordering_20260831_133704.ocaml-reference-solutions
OCaml reference solutions for LiveCodeBench
OCaml reference solutions for the multilingual-LiveCodeBench OCaml problem set, together
with the list of problems the harness cannot score.
436 problems in the universe
415 are scoreable, and each has a verified reference
21 are excluded as unscoreable (see the errata config)
Configs
references is one row per problem. errata lists the problems the harness cannot score,
with the evidence for each.
from datasets import… See the full description on the dataset page: https://huggingface.co/datasets/samuki-hf/ocaml-reference-solutions.risk-matrix-reference-2026
Canonical landing page: https://www.smartqhse.com/datasets/risk-matrix-reference-2026
Risk Matrix Reference 2026 — 5x5, 4x4, and 3x3 with ALARP Zones
Fully populated risk matrices in 5x5 (25 cells), 4x4 (16 cells), and 3x3 (9 cells) configurations. Each cell: severity level + descriptor, likelihood level + descriptor, risk score, risk band (Very Low / Low / Medium / High / Very High), ALARP zone (Broadly Acceptable / Tolerable / Intolerable), and recommended management… See the full description on the dataset page: https://huggingface.co/datasets/SmartQHSE/risk-matrix-reference-2026.ResBench-reference
ResBench reference
The reference data that ResBench scores
generative reservoir models against. Every volume was produced by the ResMill
process simulator (commit in ENGINE.txt) under the same rules as the
SiliciclasticReservoirs
training dataset. You do not need to download it by hand:
pip install "resbench[download]"
resbench download # fetches this repository into the local cache
resbench score SUBMISSION --out results.json
Contents
path
what… See the full description on the dataset page: https://huggingface.co/datasets/SciLM/ResBench-reference.rby1_reference_20260814_140330This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"right_arm_0",
"right_arm_1",
"right_arm_2",
"right_arm_3",
"right_arm_4",
"right_arm_5",
"right_arm_6",
"right_gripper_0"… See the full description on the dataset page: https://huggingface.co/datasets/sunuk000/rby1_reference_20260814_140330.rby1_reference_20260814_144009This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"right_arm_0",
"right_arm_1",
"right_arm_2",
"right_arm_3",
"right_arm_4",
"right_arm_5",
"right_arm_6",
"right_gripper_0"… See the full description on the dataset page: https://huggingface.co/datasets/sunuk000/rby1_reference_20260814_144009.rollout_pi05_Reasoning_Step_076596_Ordinal_Reference_OrderingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_pi05_Reasoning_Step_076596_Ordinal_Reference_Ordering.paymind-reference-data
PayMind Reference Dataset
Synthetic/reference payment-routing data for PayMind, an open-source payment route intelligence engine.
This dataset is designed to demonstrate PayMind's training, evaluation, and routing workflow across route selection, transaction reliability, and expected settlement time.
Important: This dataset contains synthetic/reference data only. It does not contain real customers, real transactions, payment credentials, personally identifiable information, or… See the full description on the dataset page: https://huggingface.co/datasets/navk8690/paymind-reference-data.music-tempo-and-key-reference-data
BPM Interval and Camelot Reference Data
This public dataset contains two reference assets maintained by j022315051:
bpm-interval-reference.csv: BPM values with milliseconds per beat and the calculation used.
camelot.js: major and minor pitch-class mappings to Camelot codes.
These reference assets support the browser-based music tools published at Tap BPM Now.
Scope and boundaries
The release contains reference tables and mapping code only. It does not contain… See the full description on the dataset page: https://huggingface.co/datasets/j022315051/music-tempo-and-key-reference-data.rollout_groot_vision_only_Ordinal_Reference_OrderingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_groot_vision_only_Ordinal_Reference_Ordering.rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_Ordering_20260811_134901This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_Ordering_20260811_134901.icrf3-reference-frame
ICRF3 Celestial Reference Frame
Credit: NASA/DOE/Fermi LAT Collaboration
Part of a dataset collection on Hugging Face.
Dataset description
The third International Celestial Reference Frame (ICRF3) is the fundamental coordinate reference frame for astronomy, adopted by the International Astronomical Union in 2018. It is defined by extragalactic radio sources (primarily quasars) observed by Very Long Baseline Interferometry (VLBI). This dataset contains… See the full description on the dataset page: https://huggingface.co/datasets/juliensimon/icrf3-reference-frame.rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_Ordering_20260811_124708This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/justintiensmith/rollout_molmoact2_Reasoning_Step_076596_Ordinal_Reference_Ordering_20260811_124708.developer-reference-datasets
Developer Reference Datasets
Open, reproducible lookup tables that web and app developers reach for constantly — computed from first principles, not scraped, so every value is exact and re-runnable. CC BY 4.0.
Quick answers (straight from the data)
What is 16:9 in pixels? 1920×1080, 1280×720, 3840×2160. 9:16 (Stories, Reels, TikTok) is those flipped. → aspect-ratios, resolutions
What contrast ratio does WCAG require? 4.5:1 for normal text (AA), 3:1 for large… See the full description on the dataset page: https://huggingface.co/datasets/cleanorlabs/developer-reference-datasets.