datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Schalk-2009-EEGMotorMovementImagery
EEG Motor Movement/Imagery Dataset
This is an unofficial mirror of the PhysioNet EEG Motor Movement/Imagery
Dataset, version 1.0.0. It is not affiliated with or endorsed by the dataset
contributors, their institutions, or PhysioNet.
Source and documentation
Original dataset: PhysioNet EEGMMIDB v1.0.0
Source version: 1.0.0, published September 9, 2009
Original publication: Schalk et al., IEEE Transactions on Biomedical Engineering (2004)
BCI2000 project:… See the full description on the dataset page: https://huggingface.co/datasets/raei/Schalk-2009-EEGMotorMovementImagery.RAEv2-data
RAEv2 Data
Pre-processed datasets and pretrained encoders for RAEv2: Improved Baselines with Representation Autoencoders. All rights to the original owners; per-subset attribution below.
Repo Structure
RAEv2-data/
|-- imagenet-256/ # ImageNet-1k at 256x256 (Arrow)
|-- blip3o-256/ # BLIP3o captioned images (WDS)
|-- render-text-256/ # Rendered-text images (WDS)
|-- scale-rae-256/ # Synthetic FLUX images (WDS)
|-- recon-256/ # Robot… See the full description on the dataset page: https://huggingface.co/datasets/nanovisionx/RAEv2-data.HAE_RAE_BENCH_1.1The HAE_RAE_BENCH 1.1 is an ongoing project to develop a suite of evaluation tasks designed to test the
understanding of models regarding Korean cultural and contextual nuances.
Currently, it comprises 13 distinct tasks, with a total of 4900 instances.
Please note that although this repository contains datasets from the original HAE-RAE BENCH paper,
the contents are not completely identical. Specifically, the reading comprehension subset from the original version has been removed due to… See the full description on the dataset page: https://huggingface.co/datasets/HAERAE-HUB/HAE_RAE_BENCH_1.1.Kunz-2025-InnerSpeechMotorCortexImplicationsSpeechNeuroprostheses
Inner speech in motor cortex and implications for speech neuroprostheses
This is an unofficial mirror of the public dataset accompanying Kunz et al.
(2025). It is not affiliated with or endorsed by the dataset authors, their
institutions, or Dryad.
Source and documentation
Original dataset: Dryad DOI 10.5061/dryad.gf1vhhn1j
Source version: 2, published July 30, 2025
Article: Kunz et al., Cell (2025)
Original dataset documentation: DRYAD_README.md
Official… See the full description on the dataset page: https://huggingface.co/datasets/raei/Kunz-2025-InnerSpeechMotorCortexImplicationsSpeechNeuroprostheses.Jeong-2022-InternationalBCICompetition2020Review-track3
BCI Competition 2020 Track 3: imagined speech classification
This is an unofficial mirror of Track 3 only from the 2020 International BCI
Competition, described by Jeong et al. (2022). It is not affiliated with or
endorsed by the authors, their institutions, or OSF.
Source and attribution
Original data: 2020 International BCI Competition, OSF project pq7vb,
folder Track#3 Imagined speech classification.
Paper: Jeong et al., 2020 International brain–computer… See the full description on the dataset page: https://huggingface.co/datasets/raei/Jeong-2022-InternationalBCICompetition2020Review-track3.tom-pretrain-rae-relayscale-rae-data
Scale RAE Data
Project Page | Paper | Code
This repository contains data associated with the paper "Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders".
The dataset is used for training and evaluating Scale-RAE, a framework that investigates scaling Representation Autoencoders (RAEs) for large-scale, freeform text-to-image (T2I) generation. It includes data used for scaling RAE decoders beyond ImageNet, featuring web, synthetic, and text-rendering data… See the full description on the dataset page: https://huggingface.co/datasets/nyu-visionx/scale-rae-data.NIFTY
The News-Informed Financial Trend Yield (NIFTY) Dataset.
The News-Informed Financial Trend Yield (NIFTY) Dataset. Details of the dataset, including data procurement and filtering can be found in the paper here: https://arxiv.org/abs/2405.09747.
For the NIFTY-RL LLM alignment dataset please use nifty-rl.
📋 Table of Contents
🧩 NIFTY Dataset
📋 Table of Contents
📖 Usage
Downloading the dataset
Dataset structure
Large Language Models
✍️ Contributing
📝 Citing
🙏… See the full description on the dataset page: https://huggingface.co/datasets/raeidsaqur/NIFTY.HAE_RAE_BENCH_1.0The HAE_RAE_BENCH 1.0 is the original implementation of the dataset froom the paper: HAE-RAE BENCH paper.
The benchmark is a collection of 1,538 instances across 6 tasks: standard_nomenclature, loan_word, rare_word, general_knowledge, history and reading comprehension.
To replicate the studies from the paper, see below.
Dataset Overview
Task
Instances
Version
Explanation
standard_nomenclature
153
v1.0
Multiple-choice questions about Korean standard nomenclatures from… See the full description on the dataset page: https://huggingface.co/datasets/HAERAE-HUB/HAE_RAE_BENCH_1.0.Nieto-2022-ThinkingOutLoudOpenAccessEEGBasedBCIDatasetInnerSpeech
Thinking out loud: an open-access EEG-based BCI dataset for inner speech recognition
This is an unofficial mirror of OpenNeuro dataset ds003626, version
2.1.2. It is not affiliated with or endorsed by the dataset authors, their
institutions, or OpenNeuro.
Source and documentation
Original dataset: OpenNeuro ds003626 v2.1.2
Article: Nieto et al., Scientific Data (2022)
Original dataset documentation: README
Official analysis code: N-Nieto/Inner_Speech_Dataset
The… See the full description on the dataset page: https://huggingface.co/datasets/raei/Nieto-2022-ThinkingOutLoudOpenAccessEEGBasedBCIDatasetInnerSpeech.rae-fm-generation-pipeline
RAE FM Generation Pipeline Snapshot
Public lightweight snapshot for continuing the FM + generation-model experiments on ISIC and Kermany2018.
Included
code/RAEv2/: source, configs, and launch/evaluation scripts used for ISIC and Kermany SD-VAE arms.
code/OCT_RAE_main/: OCT foundation-model RAE-main source/configs/scripts for Kermany RETFound, VisionFM, DINOv2-L, and MAE-L arms.
code/kermany_pipeline/: current Kermany preparation, sampling, downstream, aggregation… See the full description on the dataset page: https://huggingface.co/datasets/MaybeRichard/rae-fm-generation-pipeline.Khanday-2026-EEGFoundationModelsSpeechDecodingBenchmark
UGR-MINDVOICE
This is an unofficial mirror of the public UGR-MINDVOICE OSF project. It is
not affiliated with or endorsed by the dataset contributors, their
institutions, OSF, or the authors of the benchmark paper.
Source and provenance
Original dataset: OSF project 6sh5d
Source snapshot: retrieved September 3, 2026; OSF project last modified December 19, 2025
Dataset article: Cortina et al., Computer Speech & Language 100 (2026), 101964
Benchmark paper: Khanday… See the full description on the dataset page: https://huggingface.co/datasets/raei/Khanday-2026-EEGFoundationModelsSpeechDecodingBenchmark.RAE2822_Airfoil_Dataset
2D Transonic RAE2822 Airfoil Dataset
This dataset contains computational fluid dynamics (CFD) simulations of the transonic RAE2822 airfoil, as presented in the paper:
"A comparative study of learning techniques for the compressible aerodynamics over a transonic RAE2822 airfoil"Computational Fluid Dynamics Journal, 2022DOI: 10.1016/j.compfluid.2022.105759
Dataset Description
This dataset provides high-fidelity CFD simulation results for the RAE2822 airfoil across… See the full description on the dataset page: https://huggingface.co/datasets/giovannicatalani/RAE2822_Airfoil_Dataset.nifty-rl
The News-Informed Financial Trend Yield (NIFTY) Dataset.
The News-Informed Financial Trend Yield (NIFTY) Dataset. Details of the dataset, including data procurement and filtering can be found in the paper here: https://arxiv.org/abs/2405.09747.
📋 Table of Contents
🧩 NIFTY Dataset
📋 Table of Contents
📖 Usage
Downloading the dataset
Dataset structure
Large Language Models
✍️ Contributing
📝 Citing
🙏 Acknowledgements
📖 Usage
Downloading and using… See the full description on the dataset page: https://huggingface.co/datasets/raeidsaqur/nifty-rl.Hansard
Pedagogical Machine Translation (Dialect) dataset: the filtered Canadian Hansard Dataset.
The Canadian [Hansard](https://www.ourcommons.ca/documentviewer/en/35-2/house/hansard-index) is an archive of parliamentary sessions in the two official languages in Canada - English and Franch.
📋 Table of Contents
🧩 Hansard Dataset
📋 Table of Contents
📖 Usage
Downloading the dataset
Dataset structure
Loading the dataset
Loading the dataset
The three partitions… See the full description on the dataset page: https://huggingface.co/datasets/raeidsaqur/Hansard.RAE2822_Airfoil_Dataset
2D Transonic RAE2822 Airfoil Dataset
This dataset contains computational fluid dynamics (CFD) simulations of the transonic RAE2822 airfoil, as presented in the paper:
"A comparative study of learning techniques for the compressible aerodynamics over a transonic RAE2822 airfoil"Computational Fluid Dynamics Journal, 2022DOI: 10.1016/j.compfluid.2022.105759
Dataset Description
This dataset provides high-fidelity CFD simulation results for the RAE2822 airfoil across… See the full description on the dataset page: https://huggingface.co/datasets/introvoyz045/RAE2822_Airfoil_Dataset.HAE-RAE-COT-1.5M
Dataset Card for "HAE-RAE-COT-1.5M"
HAE-RAE-COT-1.5M is a dataset encompassing 1,586,688 samples of questions paired with CoT (Chain of Thought) rationales.
The majority of this dataset is a translation of samples from the CoT-Collection, with a portion of samples derived from Korean datasets through the utilization of the gpt-3.5-turbo API. The translation of the CoT-Collection was carried out using the NLLB 600M model.
To the best of our knowledge, HAE-RAE-COT-1.5M represents the… See the full description on the dataset page: https://huggingface.co/datasets/HAERAE-HUB/HAE-RAE-COT-1.5M.ChatGPT-Jailbreak-Prompts
Dataset Card for Dataset Name
Name
ChatGPT Jailbreak Prompts
Dataset Summary
ChatGPT Jailbreak Prompts is a complete collection of jailbreak related prompts for ChatGPT. This dataset is intended to provide a valuable resource for understanding and generating text in the context of jailbreaking in ChatGPT.
Languages
[English]
eval_test_single_taskThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 5,
"total_frames": 3636,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/raemoon/eval_test_single_task.HAE_RAE_BENCH_2.0HAE_RAE_BENCH 2.0 is a miny implementation of Big-Bench consisted of 5 tasks: date_understanding, context_definition_alignment, proverb_unscrambling, 2_digit_multiply,
and 3_digit_subtract.
Paper Coming Soon (probably).
Satori_RL_data_with_RAEarticles_2024-10-19rae-fm-generation-artifacts
RAE FM Generation Artifacts
Public selected artifact repository for resuming FM + generation experiments across devices.
Included Large Checkpoints
ISIC SD-VAE stage2: checkpoints/isic/sdvae/ep-0000200.pt
Kermany SD-VAE stage2: checkpoints/kermany/sdvae/ep-0000050.pt
Kermany FM stage2 ep-last.pt for RETFound, VisionFM, DINOv2L, and MAEL
Kermany FM decoder-only decoder_ema.pt for RETFound, VisionFM, DINOv2L, and MAEL
Also Included
Fixed-decoder… See the full description on the dataset page: https://huggingface.co/datasets/MaybeRichard/rae-fm-generation-artifacts.GraphicsEngineerRAEE_reproduction_dataarticles_2024-10-21article_inferences_2024-10-19article_inferences_2024-10-20RAEv2-artifactsarticles_2024-10-22