datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fineweb_2_samples_hq
fineweb_2_samples_hq
FINEWEB2-HQ dataset
Dataset Structure
This dataset contains 5 JSONL files with a total size of 26415.31 MB.
Files:
ukr_Cyrl_sample_001.jsonl: 6163.40 MB
ron_Latn_sample_001.jsonl: 3739.69 MB
kor_Hang_sample_001.jsonl: 4120.89 MB
hin_Deva_sample_001.jsonl: 6681.96 MB
heb_Hebr_sample_001.jsonl: 5709.37 MB
Usage
from datasets import load_dataset
dataset = load_dataset("path/to/this/dataset")
Loading specific files… See the full description on the dataset page: https://huggingface.co/datasets/Mayank6255/fineweb_2_samples_hq.multimodal-video-annotation-samples
Video Annotation Samples – SuperviseLab
SuperviseLab provides professional video annotation data for training multimodal AI models. This public sample dataset demonstrates our annotation methodology and output quality across diverse video content categories.
Note: All visual assets in this dataset have been abstracted (pixelated mosaic) to protect source privacy. Uploader identity, original titles, and all identifiable metadata have been removed. This is a demonstration dataset… See the full description on the dataset page: https://huggingface.co/datasets/superviselab/multimodal-video-annotation-samples.hermes-agent-trace-samples-2026-06-05
Hermes Agent Raw Session Samples
Five public-safe raw Hermes Agent session exports generated on 2026-06-05 with the Hermes CLI using Hugging Face Inference Providers.
Each file in sessions/ is the exact single-session output from:
hermes sessions export sessions/<session_id>.jsonl --session-id <session_id>
No derived tables, flattened rows, SQLite database, or formatted JSON copies are included.
multimodal-peer-collaboration-samples
Multimodal Peer Collaboration Samples - Embodied Map Task with Two Camera Angles
Two non-experts collaborate to build working circuits under asymmetric information: the instructor has the manual, the student has the components, and synchronized audio and dual-camera video capture how shared understanding emerges.
▶ Watch the interactions · See Expert Instruction samples · Discuss the full collection
Sister collection: Expert Instruction, a teacher and a student in… See the full description on the dataset page: https://huggingface.co/datasets/fluid-concepts/multimodal-peer-collaboration-samples.docflow-invoice-samples-fa
DocFlow Invoice Samples — Persian & Bilingual
Synthetic invoice dataset for evaluating DocFlow AI field extraction pipelines.
Published by Aria AI Engineering Team.
Dataset Summary
Property
Value
Samples
50 (synthetic, OCR-friendly)
Languages
Persian (FA), English (EN)
Formats
PNG images + JSON annotations
Use case
Invoice OCR benchmarking, AP automation R&D
Synthetic
Yes — no real PII
Fields Annotated
vendor_name… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/docflow-invoice-samples-fa.Usenet-Corpus-1980-2013-Threaded-Samples
Usenet Corpus 1980–2013 — Threaded (Samples)
A small, browsable showcase sample of the Usenet Corpus 1980–2013 — Threaded
dataset: Usenet posts reconstructed into conversations via thread_id,
thread_position, and thread_depth. This repo is a free preview; the full,
commercially-licensed corpus (405.6M posts, 190.8M threads, 102.5B tokens) is at:
Full threaded dataset (gated): https://huggingface.co/datasets/OwnedByDanes/Usenet-Corpus-1980-2013-Threaded
Cleaned (unthreaded)… See the full description on the dataset page: https://huggingface.co/datasets/OwnedByDanes/Usenet-Corpus-1980-2013-Threaded-Samples.TACTBench-Samples
TACTBench Demonstration Samples
This repository contains five full-context demonstration examples from
TACTBench. It does not contain the TACT training set or the remaining hidden
TACTBench evaluation set. The samples use the same full-history representation
as the benchmark evaluation and illustrate direct correction, error
explanation, guided revision, clarification checking, affective feedback, and
retry elicitation.
Data
data/demo.jsonl: five complete… See the full description on the dataset page: https://huggingface.co/datasets/Taxonomy-Aligned-Conversational-Tutor/TACTBench-Samples.english-classics-parallel-samples
Booklern English classics: parallel samples
Paragraph-aligned opening passages of public-domain English classics with a
translation into Arabic, Spanish, Japanese, Brazilian Portuguese, Russian, Turkish, Chinese, published by Booklern, a
bilingual book reader for learning English through real books. Each book is
read on Booklern with a sentence-by-sentence translation under the English,
read-aloud audio, a dictionary and vocabulary tools; the rows here are the
same opening… See the full description on the dataset page: https://huggingface.co/datasets/ssergaroo/english-classics-parallel-samples.household-samples
WealthSchema Synthetic Household Samples
8 synthetic U.S. households, one per life stage plus one high-net-worth: a small free preview of what a complete, internally consistent household financial profile looks like. Each record covers the people, income, assets, debts, insurance, taxes, goals and a monthly trajectory. No real person is behind any of it.
Built for teams that need realistic households to design, demo or test financial software: planning tools, robo-advisors… See the full description on the dataset page: https://huggingface.co/datasets/wealthschema/household-samples.talentmatch-resume-samples
TalentMatch Resume Samples
Synthetic enterprise resumes and job descriptions with expert HR rankings for benchmark evaluation.
Contents
screenings.jsonl — model vs expert ranks per JD/resume pair
manifest.json — corpus metadata
benchmark_report.json — reproducible metrics
Usage
import json
with open("screenings.jsonl") as f:
for line in f:
print(json.loads(line))
Built by Aria AI.
rose_code_samples
rose_code samples (pass@8 rollouts)
vLLM pass@8 samples on the CL-From-Nothing/rose_code train split (23,688 codeforces stdin/stdout
problems), scored by the deepcoder verifier (reward=1.0 iff all test cases pass).
Qwen3-1.7B/ — student model rollouts. 23,688 questions × 8 samples = 189,504 lines.
Qwen3-4B-Thinking-2507/ — teacher model rollouts.
Sampling: temperature 0.7, top_p 0.9, max_tokens 16384, 8 samples/question (pass@8).
Each cluster file holds a contiguous… See the full description on the dataset page: https://huggingface.co/datasets/CL-From-Nothing/rose_code_samples.DeepSeek-v3.1-reasoner-Distilled-math-samples
DeepSeek-V3.1 Distillation with NVIDIA Nemotron-Post-Training-Dataset-v2 (Math Subset)
The release of DeepSeek-V3.1 has attracted wide attention in the AI community. Its significant improvements in reasoning ability provide a new opportunity to explore optimization of domain-specific models. To investigate the potential of this model in complex mathematical reasoning tasks, I selected the math subset from NVIDIA’s newly released Nemotron-Post-Training-Dataset-v2 as seed problems and… See the full description on the dataset page: https://huggingface.co/datasets/Jackrong/DeepSeek-v3.1-reasoner-Distilled-math-samples.contractguard-clause-samples
ContractGuard Clause Samples — Bilingual Contract Clause Corpus
Synthetic labeled clause corpus for training and evaluating the ContractGuard clause classifier and risk engine. Published by Aria AI Engineering Team.
Dataset Summary
Property
Value
Clauses
875 (635 train / 240 test)
Languages
English (500) + Persian (375)
Categories
12 (payment, delivery, warranty, confidentiality, termination, liability, penalty, IP, dispute resolution, force majeure… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/contractguard-clause-samples.meetscribe-meeting-samples
MeetScribe Meeting Samples
Synthetic bilingual (EN/FA) enterprise meeting transcripts with labeled action items.
File
Language
Domain
operations_review_en
EN
Production / maintenance
operations_review_en.json
EN
JSON ASR (Whisper format)
safety_board_fa
FA
HSE safety board
procurement_sync_en
EN
Procurement / RFQ
maintenance_planning_fa
FA
Maintenance planning
Usage
python scripts/build_dataset.py
Generates meetings.jsonl with extracted… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/meetscribe-meeting-samples.100k-finewebedu-samples2048tTotal tokens in matching entries: 140_782_625
Average tokens per entry: 1407.83
100k-finewebedu-samples4096tTotal tokens in matching entries: 275_639_417
Average tokens per entry: 2756.39
filtered_toxic_samplesenterprise-rag-samples
OrgMind Enterprise Policy Samples
Synthetic organizational policy documents and QA benchmark pairs for OrgMind RAG Studio.
Contents
File
Description
chunks.jsonl
Semantic chunks with page/paragraph citation metadata
qa_pairs.jsonl
Curated questions with expected document + keywords
benchmark_report.json
Reproducible retrieval metrics
eval_results.json
Benchmark summary (no per-row details)
manifest.json
Corpus statistics… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/enterprise-rag-samples.20k-finewebedu-samples-512tTotal tokens in matching entries: 7595043
Average tokens per entry: 379.75
1M-finewebedu-samples1024tTotal tokens in matching entries: 732318957
Average tokens per entry: 732.32
100k-finewebedu-samples-8kthumanoid-balance-control-samplescode-workflow-samples
Code Workflow Samples
This sample shows paired developer workflow examples for reviewing prompt, code, test, error, and output structure before scoping a larger code dataset.
What This Shows
Input-output pairs from practical coding workflows
Metadata for task type, files, outputs, and review context
A compact view of schema consistency for code-centric examples
Dataset Specifications
Field
Value
Modality
Code I/O pairs
Domain… See the full description on the dataset page: https://huggingface.co/datasets/psdn-ai/code-workflow-samples.challenging_toxic_samples100k-finewebedu-samples256tTotal tokens in matching entries: 19672962
Average tokens per entry: 196.73
20k-finewebedu-samples-8kt1M-finewebedu-samples4096tTotal tokens in matching entries: 2_698_501_256
samples_gsm8k_cot_2024-12-04T19-03-11.038885.jsonlmailroom-doc-samples
MailRoom Document Corpus
Synthetic enterprise mailroom documents for classification training and evaluation.
Contents
File
Records
Description
documents.jsonl
48
12 base samples × 4 variants (augmented)
manifest.json
—
Dataset metadata
benchmark_report.json
—
Classifier evaluation metrics
Categories
leave_request — HR leave/time-off forms
correspondence — Official letters and memos
invoice — Tax invoices and financial documents… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/mailroom-doc-samples.samples