datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
VCBench
Overview
VCBench provides a standardized framework for evaluating vision-language models. This document outlines the procedures for both standard evaluation and GPT-assisted evaluation of your model's outputs.
1. Standard Evaluation
1.1 Output Format Requirements
Models must produce outputs in JSONL format with the following structure:
{"id": <int>, "pred_answer": "<answer_letter>"}
{"id": <int>, "pred_answer": "<answer_letter>"}
...
Example File… See the full description on the dataset page: https://huggingface.co/datasets/cloudcatcher2/VCBench.PhyX
PhyX: Does Your Model Have the "Wits" for Physical Reasoning?
Dataset for the paper "PhyX: Does Your Model Have the "Wits" for Physical Reasoning?".
For more details, please refer to the project page with dataset exploration and visualization tools: PhyX Project Page.
[🌐 Project Page] [📖 Paper] [🔧 Evaluation Code] [🌐 Blog (中文)]
🔔 News
[2026.02.15] 🎉 The Seed 2.0 technical report has been released and it outperforms GPT-5.2-High by 0.6% on PhyX, congratulations!… See the full description on the dataset page: https://huggingface.co/datasets/Cloudriver/PhyX.omnimcp_devops_cloud_teaser
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📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA… See the full description on the dataset page: https://huggingface.co/datasets/emgena/omnimcp_devops_cloud_teaser.devops-cloud-instruction-dataset
DevOps & Cloud Infrastructure Dataset
Professional instruction-response pairs for DevOps engineers covering Kubernetes, Docker, Terraform, CI/CD, and cloud services (AWS, Azure).
Dataset Details
Dataset Description
This is a high-quality instruction-tuning dataset focused on Devops Cloud topics. Each entry includes:
A clear instruction/question
Optional input context
A detailed response/solution
Chain-of-thought reasoning process
Curated by: CloudKernel.IO… See the full description on the dataset page: https://huggingface.co/datasets/bernabepuente/devops-cloud-instruction-dataset.cloud-security-en
Bilingual Cloud Security Dataset
🔒 Description
Complete bilingual (English/French) cloud security dataset covering AWS, Azure, and GCP. This dataset contains detailed information about common misconfigurations, cloud security best practices, and educational Q&A.
Total Data: 80 misconfigurations + 50 best practices + 100 Q&A pairs (FR + EN)
📊 Content
1. Cloud Misconfigurations (80 entries)
Comprehensive catalog of common cloud configuration errors:… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/cloud-security-en.opengloss-dictionary
OpenGloss Dictionary (Word-Level)
Dataset Summary
OpenGloss is a synthetic encyclopedic dictionary and semantic knowledge graph for English that integrates lexicographic definitions, encyclopedic context, etymological histories, and semantic relationships in a unified resource.
This dataset provides the words-level view where each record represents one lexeme (word or multi-word expression).
Key Statistics
150,101 lexemes across 150,101 English… See the full description on the dataset page: https://huggingface.co/datasets/Cloudadorablebearcloudbear/opengloss-dictionary.unified-sft-dataset
Loading
from datasets import load_dataset
ds = load_dataset("himalaya-ai/unified-sft-dataset")
cybersec-jsonschemabench-cloudtrail-v6
CybersecJSONSchemaBench CloudTrail Attack Reconstruction v6
A 100-problem long-context cybersecurity reasoning benchmark over real flAWS CloudTrail logs with synthetically injected MITRE ATT&CK attack chains.
Each task gives the model 600 real CloudTrail records (280-380K tokens of JSON) containing a single hidden multi-step attack chain. The model must produce a structured answer identifying the attacking principal, the MITRE ATT&CK technique, the per-phase records that constitute… See the full description on the dataset page: https://huggingface.co/datasets/achinta3/cybersec-jsonschemabench-cloudtrail-v6.opengloss-v1.3-dictionary
OpenGloss Dictionary v1.3 (Word-Level)
Dataset Summary
OpenGloss is a synthetic encyclopedic dictionary and semantic knowledge graph for English
that integrates lexicographic definitions, encyclopedic context, etymological histories,
and semantic relationships in a unified resource.
This dataset provides the words-level view where each record represents one lexeme (word or multi-word expression).
Key Statistics
205,988 lexemes
8,479,875 semantic… See the full description on the dataset page: https://huggingface.co/datasets/Cloudadorablebearcloudbear/opengloss-v1.3-dictionary.flaws-cloudtrail-security-qa
CloudTrail Security Q&A Dataset
A comprehensive dataset of security-focused questions and answers based on AWS CloudTrail logs, designed for training and evaluating AI agents on cloud security analysis tasks.
Dataset Overview
This dataset contains:
~150 questions across 16 CloudTrail database partitions
Time period: February 2017 - August 2020
4 different AI models used for question generation
DuckDB databases with actual CloudTrail data
Mixed answerable/unanswerable… See the full description on the dataset page: https://huggingface.co/datasets/odemzkolo/flaws-cloudtrail-security-qa.autonomous-cloud-gpu-slurm-serving-suite
⚡ Autonomous Cloud GPU Infrastructure, Slurm Orchestration & Distributed Serving Suite (2026)
A Production-Grade, Verifiable Synthetic Corpus for Training Autonomous AI Supercomputing & LLM Serving Agents
⚡ Overview & Industry Problem
Operating massive AI supercomputers (thousands of NVIDIA H100/H200 and Blackwell GPUs) requires coordinating Slurm cluster schedules, topology-aware NVLink cliques, NCCL AllReduce rings, RoCE v2 lossless fabrics… See the full description on the dataset page: https://huggingface.co/datasets/beatsprom/autonomous-cloud-gpu-slurm-serving-suite.opengloss-v1.1-dictionary
OpenGloss Dictionary v1.1 (Word-Level)
Dataset Summary
OpenGloss is a synthetic encyclopedic dictionary and semantic knowledge graph for English
that integrates lexicographic definitions, encyclopedic context, etymological histories,
and semantic relationships in a unified resource.
This dataset provides the words-level view where each record represents one lexeme (word or multi-word expression).
Key Statistics
150,637 lexemes
7,701,312 semantic… See the full description on the dataset page: https://huggingface.co/datasets/Cloudadorablebearcloudbear/opengloss-v1.1-dictionary.cloud-security-fr
Dataset de Sécurité Cloud Bilingue
🔒 Description
Dataset complet et bilingue (Français/Anglais) de sécurité cloud couvrant AWS, Azure et GCP. Ce dataset contient des informations détaillées sur les misconfigurations courantes, les meilleures pratiques de sécurité et des questions-réponses éducatives.
Total des données: 80 misconfigurations + 50 meilleures pratiques + 100 questions-réponses (FR + EN)
📊 Contenu
1. Misconfigurations Cloud (80 entrées)… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/cloud-security-fr.cybersec-jsonschemabench-cloudtrail-objective-natural-hard-v5
CybersecJSONSchemaBench CloudTrail Objective Natural Hard v5
This is a 100-problem natural-prompt long-context cybersecurity reasoning subset built from the full flAWS CloudTrail corpus.
Each row contains a natural analyst-style question, a large CloudTrail JSONL context, and the JSON schema the answer must match. Gold answers are deterministic hidden-oracle results over the serialized slice and are not included in this public export.
Families
actor_recon_to_change: 22… See the full description on the dataset page: https://huggingface.co/datasets/achinta3/cybersec-jsonschemabench-cloudtrail-objective-natural-hard-v5.tarotoo-tarot-card-meanings
Tarotoo Tarot Card Meanings
A complete, structured dataset of all 78 tarot cards (22 Major Arcana + 56 Minor Arcana) in the Rider–Waite–Smith tradition. Published by Tarotoo. These are the card meanings that ground the AI-generated readings on Tarotoo.com.
Dataset details
Curated by: Tarotoo (tarotoo.com)
Language: English
License: MIT
Rows: 78 (one per card) · Fields: 22
DOI (Zenodo, cite this): 10.5281/zenodo.21514483
Concept DOI (Zenodo, always resolves to the… See the full description on the dataset page: https://huggingface.co/datasets/Clouds4days/tarotoo-tarot-card-meanings.cybersec-jsonschemabench-cloudtrail-objective-hard-v3
CybersecJSONSchemaBench CloudTrail Objective Hard v3
This is a 100-problem objective long-context cybersecurity reasoning subset built from the full flAWS CloudTrail corpus.
Each row contains an objective query prompt, a large CloudTrail JSONL context, and the JSON schema the answer must match. Gold answers are deterministic query results over the serialized slice and are not included in this public export.
Families
apigateway_restapi_event_profile: 10… See the full description on the dataset page: https://huggingface.co/datasets/achinta3/cybersec-jsonschemabench-cloudtrail-objective-hard-v3.gemma4-e2b-generated-instructions-demo-v1
Unsloth Dataset Workflow Test
Overview
This dataset is a workflow validation dataset generated using Unsloth Studio.
It demonstrates the complete pipeline:
Source dataset
AI-generated instructions
Export to Parquet
Upload to Hugging Face
Dataset viewer validation
This repository is intended for testing the publication workflow before creating a larger production-quality dataset.
Dataset Structure
Columns
output
generated_instruction… See the full description on the dataset page: https://huggingface.co/datasets/cloudcastnepal-ai-labs/gemma4-e2b-generated-instructions-demo-v1.cybersec-jsonschemabench-cloudtrail-hard-v2-400
CybersecJSONSchemaBench CloudTrail Hard v2 400
This is a 100-problem synthetic long-context cybersecurity reasoning subset built from the full flAWS CloudTrail corpus.
The benchmark asks models to return JSON matching the provided answer schema. Each row contains a short analyst request, a large CloudTrail JSONL context, and hidden deterministic evaluation metadata.
This variant uses shorter 400-record contexts than the full CloudTrail Hard v2 export so direct API evaluation is less… See the full description on the dataset page: https://huggingface.co/datasets/achinta3/cybersec-jsonschemabench-cloudtrail-hard-v2-400.cybersec-jsonschemabench-cloudtrail-natural-hard-v4
CybersecJSONSchemaBench CloudTrail Natural Hard v4
This is a 100-problem natural-prompt long-context cybersecurity reasoning subset built from the full flAWS CloudTrail corpus.
Each row contains a natural analyst-style question, a large CloudTrail JSONL context, and the JSON schema the answer must match. Gold answers are deterministic hidden-oracle results over the serialized slice and are not included in this public export.
Families
actor_recon_to_change: 20… See the full description on the dataset page: https://huggingface.co/datasets/achinta3/cybersec-jsonschemabench-cloudtrail-natural-hard-v4.