datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
gdpr-holdings-retrieval
GDPR Holdings Retrieval 🔐
GDPR Holdings Retrieval by Isaacus is a novel and challenging legal information retrieval evaluation dataset consisting of 500 fact patterns paired with holdings in European regulatory and court decisions.
This dataset is intended to stress test the ability of an information retrieval model to retrieve relevant judicial and regulatory decisions given arbitrary fact patterns.
This dataset forms part of the Massive Legal Embeddings Benchmark (MLEB), the… See the full description on the dataset page: https://huggingface.co/datasets/isaacus/gdpr-holdings-retrieval.GDPR
Abstract
The General Data Protection Regulation (GDPR) stands as one of the most significant legal frameworks for data protection and privacy in recent years. Enforced by the European Union (EU) since May 2018, the GDPR has garnered global attention due to its wide-reaching impact on businesses, organizations, and individuals, transcending geographical boundaries.
While initially conceived to safeguard the data rights of EU citizens, its influence extends far beyond EU member states… See the full description on the dataset page: https://huggingface.co/datasets/AndreaSimeri/GDPR.gdpr-dpo-2277-targeted
GDPR DPO Targeted Rejections (2,277 preference pairs)
Direct Preference Optimization (DPO) dataset for GDPR compliance Q&A in
English. Unlike self-play rejections (same model's degraded outputs), this
dataset uses an external LLM (GPT-4o-mini) to generate rejections with
five controlled error types, length-matched to the chosen answer.
How rejections were generated
Rejections deliberately introduce one of five controlled error types, evenly
distributed:
Error Type… See the full description on the dataset page: https://huggingface.co/datasets/cycloevan/gdpr-dpo-2277-targeted.uk-gdpr-small-business-qa
UK GDPR Small Business Q&A
1,000 question-answer pairs covering UK GDPR and Data Protection Act 2018 compliance for small businesses.
Dataset Description
This dataset provides practical, citable answers to real-world GDPR questions faced by UK small business owners, managers, and employees. Each answer references specific UK GDPR articles, ICO guidance documents, and Data Protection Act 2018 provisions where relevant.
Topics covered include consent, data breaches, subject… See the full description on the dataset page: https://huggingface.co/datasets/Draeg82/uk-gdpr-small-business-qa.spanish-gdpr-pii-ner-v9-validation
Spanish GDPR PII NER — v9 Validation & Reproducibility
Held-out evaluation set, scripts, and results for
kierandesmond/spanish-gdpr-pii-ner-v9.
Why this repo exists
v6/v8 were scored on a tiny n=1–6 "battery" that reported 90%+ but hid real failures.
v9 introduces a large held-out eval set (7,304 examples, 200–336 per entity, with hard
negatives) to get statistically-meaningful per-entity numbers. Re-scoring v8 on it revealed
SIP_CARD 0.5%, ETHNIC_ORIGIN 40%… See the full description on the dataset page: https://huggingface.co/datasets/kierandesmond/spanish-gdpr-pii-ner-v9-validation.EU-AI-Regulation-GDPR-2025
EuropeGram: EU Legal Text -- RAG Chunks & Instruction Data
Structured, chunked, and instruction-formatted text derived from official EU
legislation, built for retrieval-augmented generation (RAG) and LoRA
fine-tuning experiments comparing Base / RAG / Fine-tuned / Fine-tuned+RAG
LLM strategies over EU documents. Produced by the EuropeGram project's
extraction -> chunking -> fine-tuning-export pipeline.
Source documents
Document
CELEX ID
Source
Chunks… See the full description on the dataset page: https://huggingface.co/datasets/ApyHTML19/EU-AI-Regulation-GDPR-2025.gdpr-sft-2277-combined
GDPR SFT Combined Dataset (2,277 instructions)
Supervised Fine-Tuning dataset for GDPR (General Data Protection Regulation)
compliance Q&A in English. Produced during the gdpr-gemma2 Phase 5
experiment.
Composition
Source
Count
Method
sims2k/GDPR_QA_instruct_dataset
316
Original expert-authored pairs
Upstage Solar-Pro synthetic
1,961
LLM-generated, deduplicated (from 2,812 raw → 1,961 unique)
Total
2,277
The synthetic half covers 101 GDPR topics… See the full description on the dataset page: https://huggingface.co/datasets/cycloevan/gdpr-sft-2277-combined.gdpr-normative-triples
GDPR Normative Triples & Knowledge Graph Benchmark Dataset
A comprehensive, deterministic, cryptographically provenanced legal knowledge engineering dataset encoding the full normative and relational structure of Regulation (EU) 2016/679 (General Data Protection Regulation - GDPR).
🔬 Dataset Overview & Knowledge Engineering Rigor
In legal informatics and regulatory AI, relying on ungrounded language models introduces significant risks of hallucinated… See the full description on the dataset page: https://huggingface.co/datasets/gitmodelmujtaba/gdpr-normative-triples.gdpr-articlesgdpr-cases
GDPR Cases Dataset
A dataset of 60 verified GDPR formalization cases with formal rule representations in Pythen format.
Overview
This dataset contains high-quality examples of GDPR article provisions formalized into executable rule trees using the Pythen framework. Each sample includes:
Scenario: Natural language legal scenario
Rule Tree: Formal rule representation (Pythen JSON format)
Facts: Extracted atomic facts from the scenario
Label: Ground truth boolean outcome… See the full description on the dataset page: https://huggingface.co/datasets/nguyenthanhasia/gdpr-cases.gdpr-enforcement-sample
GDPR Enforcement Tracker
Every GDPR fine and enforcement action in the EU/EEA
Dataset key: gdpr-enforcement
Version: 2026.02
Formats: csv, json
Sample rows: 682
Full rows: 6828
Tags: gdpr, privacy, compliance, eu, legal, enforcement, fines
Sample vs Full
This repository contains the free sample only.
See product page for current pricing.
Get the full GDPR Enforcement Tracker
Details
GDPR Enforcement Tracker
Every GDPR enforcement action (fines… See the full description on the dataset page: https://huggingface.co/datasets/Sebastyijan/gdpr-enforcement-sample.gdpr-en
GDPR - General Data Protection Regulation
Comprehensive dataset covering key GDPR articles, real sanctions, compliance checklists, DPIA templates and DPO Q&A.
Content
Key GDPR Articles
Real sanctions (EU authorities)
Compliance checklists by sector
DPIA Templates
Practical DPO Q&A
Links
French version
AYI NEDJIMI Consultants
LinkedIn
gdpr-classificationGDPRLLMTRainingdatagdpr-articles-dataset-traindataset_gdpr_grupo5_finalGDPR_eval_dataset
sims2k/GDPR_eval_dataset
This GDPR Evaluation Dataset is meticulously curated to assist researchers and legal experts in testing and evaluating natural language processing models on GDPR compliance tasks. It includes a rich collection of instructions, queries, and model-generated responses focused on various aspects of GDPR. Each entry is designed to simulate real-world scenarios that organizations might face while adhering to GDPR regulations. This dataset serves as a vital… See the full description on the dataset page: https://huggingface.co/datasets/sims2k/GDPR_eval_dataset.GDPR_QA_instruct_dataset
sims2k/GDPR_QA_instruct_dataset
Dataset containing instructions, inputs, and outputs related to GDPR.
Version: 4.0.0
GDPR
Abstract
The General Data Protection Regulation (GDPR) stands as one of the most significant legal frameworks for data protection and privacy in recent years. Enforced by the European Union (EU) since May 2018, the GDPR has garnered global attention due to its wide-reaching impact on businesses, organizations, and individuals, transcending geographical boundaries.
While initially conceived to safeguard the data rights of EU citizens, its influence extends far beyond EU member states… See the full description on the dataset page: https://huggingface.co/datasets/FormFluentAI/GDPR.GDPR
Abstract
The General Data Protection Regulation (GDPR) stands as one of the most significant legal frameworks for data protection and privacy in recent years. Enforced by the European Union (EU) since May 2018, the GDPR has garnered global attention due to its wide-reaching impact on businesses, organizations, and individuals, transcending geographical boundaries.
While initially conceived to safeguard the data rights of EU citizens, its influence extends far beyond EU member states… See the full description on the dataset page: https://huggingface.co/datasets/suvom24/GDPR.GDPRgdpr-compliant-nerThis dataset consists of privacy policies from 44 online platforms. These policies are annotated to comply with the GDPR guidelines.
The policies are manually annotated with NER tags, which highlight relevant entities of GDPR privacy policies, such as data controllers, data sources, authority, etc.
Statistics:
Label
Frequency
Percentage
PD
4200
23.24%
P
2909
16.09%
RP
1745
9.65%
DC
1559
8.62%
NPD
955
5.28%
TP
942
5.21%
CONS
686
3.79%
TM
648
3.58%
R
585
3.24%
DS… See the full description on the dataset page: https://huggingface.co/datasets/PaDaS-Lab/gdpr-compliant-ner.GDPRcasedatagdpr-grupo5-qwengdpr_trainGDPR_norms_extractiongdpr_compliance_audits
Gdpr_Compliance_Audits (Synthetic B2B Dataset Preview)
Add me on Discord: xomohappy for access support, delivery questions, or product questions about this premade commercial dataset.
This is a premium, privacy-compliant, industry-safe synthetic dataset simulating GDPR/CCPA Privacy Request & Compliance Audits for B2B applications.
About this Dataset
This dataset is generated programmatically using large language models combined with a strict data curation and… See the full description on the dataset page: https://huggingface.co/datasets/HaseebDev/gdpr_compliance_audits.GDPR_QA_instruct_eval_dataset
sims2k/GDPR_QA_instruct_eval_dataset
Evaluation Dataset containing instructions, inputs, and outputs related to GDPR.
Version: 1.0.0
gdpr_full-grupo5-qwengdpr-articles-dataset-2kyahoo-train_balanced-triple