datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
LeMat-Bulk-MLIP-Hull
LeMat-Bulk MLIP Hull Reference Datasets
This dataset contains materials close to the convex hull computed using various ML interatomic potentials (MLIPs).
Dataset Splits
all: Contains ALL materials with hull energies for all MLIPs (no threshold filtering)
dft, orb, uma, mace_mp, mace_omat: Materials within 0.001 eV/atom of respective hulls
Energy Types
dft: DFT reference energies
orb: ORB model energies
uma: UMA model energies
mace_mp: MACE-MP model energies… See the full description on the dataset page: https://huggingface.co/datasets/LeMaterial/LeMat-Bulk-MLIP-Hull.LEMUR
EU Law Dataset – Category 15.10: Environment
This dataset contains official legal documents from the European Union, collected from the EUR-Lex website, specifically under category 15.10: "Environment". The documents span from the year 1961 to 2025 and are provided in multiple European "languages. The original documents are in PDF format and have been converted into various text-based formats using OLMCR.
The dataset splits represent the different "languages available for each… See the full description on the dataset page: https://huggingface.co/datasets/G4KMU/LEMUR.LeMat-BulkMotivation: check out the blog post https://huggingface.co/blog/lematerial to hear more about the motivation behind the creation of this dataset.
Changelog:
2025.04.17 (hash: NOT YET RELEASED):
We have changed the Yb default pseudopotential to Yb_3 from VASP, this is the same that Materials Project uses. In the previous version we had kept it as Yb, and Materials Project had to Yb-containing materials. Alexandria and OQMD uses Yb. As a result no Yb-containing materials are… See the full description on the dataset page: https://huggingface.co/datasets/LeMaterial/LeMat-Bulk.LeMat-TrajNote: For PBE we are in the process of providing a precomputed energy_corrected scheme based on Materials Project 2020 Compatibility Scheme
Motivation: check out the blog post https://huggingface.co/blog/lematerial to hear more about the motivation behind the creation of our datasets.
Download and use within Python
from datasets import load_dataset
dataset = load_dataset('LeMaterial/LeMat-Traj', 'compatible_pbe')
Data fields
Feature name
Data type
Description… See the full description on the dataset page: https://huggingface.co/datasets/LeMaterial/LeMat-Traj.lemon_into_bowlThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 40,
"total_frames": 15352,
"total_tasks": 1,
"total_videos": 80,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:40"
},
"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/lirislab/lemon_into_bowl.AIRBOT_MMK2_lemon_and_orange_storage
AIRBOT_MMK2_lemon_and_orange_storage
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: discover_robotics_aitbot_mmk2
| Codebase Version: v2.1
End-Effector Type: five_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
pick
place
📊 Dataset Statistics
Metric
Value… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/AIRBOT_MMK2_lemon_and_orange_storage.pick_lemon_and_drop_in_bowlThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 40,
"total_frames": 15352,
"total_tasks": 1,
"total_videos": 80,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:40"
},
"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/Beegbrain/pick_lemon_and_drop_in_bowl.LEM-benchmarks
LEM-benchmarks
Canonical 8-PAC benchmark results for the Lemma model family.
This dataset is an aggregated store of per-round evaluation data produced by
lthn/LEM-Eval. Every row
represents one model's answer to one question in one round of a paired A/B
run against its unmodified base, and the dataset grows monotonically as more
workers contribute — different machines, different sampling states, different
hardware paths — which is the whole point of 8-PAC: multiple independent… See the full description on the dataset page: https://huggingface.co/datasets/lthn/LEM-benchmarks.put_lemon_bowl_dataThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 50,
"total_frames": 22133,
"total_tasks": 1,
"total_videos": 100,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:50"
},
"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/Mohamedal/put_lemon_bowl_data.Giant-in-the-Playground-RP
Giant in the Playground (roleplaying subforums only)
A semi-cleaned, processed version of the raw files uploaded elsewhere of the roleplaying sections (Play-by-Post Games) from Giant in the Playground, scraped on January 2025. I've made an effort to preserve as much as possible of the original HTML while simplifying and converting it to HTML5 where possible and cleaning it, with the notable exception of converting HTML linebreaks into newlines.
I'm almost directly using these files… See the full description on the dataset page: https://huggingface.co/datasets/lemonilia/Giant-in-the-Playground-RP.lemexp-task1-v2-eval-resultsG1edu-u3_pick_up_the_lemon_a
G1edu-u3_pick_up_the_lemon_a
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
pick
📊 Dataset Statistics
Metric
Value
Total Episodes
23
Total… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_pick_up_the_lemon_a.G1edu-u3_put_the_lemon_af
G1edu-u3_put_the_lemon_af
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
place
📊 Dataset Statistics
Metric
Value
Total Episodes
19
Total… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_put_the_lemon_af.G1edu-u3_tray_storage_lemon_a
G1edu-u3_tray_storage_lemon_a
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
pick
place
📊 Dataset Statistics
Metric
Value
Total Episodes
13
Total… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_tray_storage_lemon_a.LEMONADE
🍋 EPFL-Smart-Kitchen: Lemonade benchmark
Paper | GitHub
📚 Introduction
we introduce Lemonade: Language models Evaluation of MOtion aNd Action-Driven Enquiries.
Lemonade consists of 36,521 closed-ended QA pairs linked to egocentric video clips, categorized in three groups and six subcategories. 18,857 QAs focus on behavior understanding, leveraging the rich ground truth behavior annotations of the EPFL-Smart Kitchen to interrogate models about perceived actions… See the full description on the dataset page: https://huggingface.co/datasets/amathislab/LEMONADE.G1edu-u3_pick_up_the_lemon_at
G1edu-u3_pick_up_the_lemon_at
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
restaurant
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
place
pick
📊 Dataset Statistics
Metric
Value
Total… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_pick_up_the_lemon_at.G1edu-u3_put_the_lemon_on_the_plate_ah
G1edu-u3_put_the_lemon_on_the_plate_ah
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
place
📊 Dataset Statistics
Metric
Value
Total Episodes
9… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_put_the_lemon_on_the_plate_ah.G1edu-u3_little_tray_storage_lemon_b
G1edu-u3_little_tray_storage_lemon_b
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: G1edu-u3
| Codebase Version: v2.1
End-Effector Type: three_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
pick
place
📊 Dataset Statistics
Metric
Value
Total Episodes
14… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/G1edu-u3_little_tray_storage_lemon_b.lemon-bowlThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 10,
"total_frames": 10173,
"total_tasks": 1,
"total_videos": 20,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:10"
},
"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/erlapso/lemon-bowl.LeMat-BulkUniqueLeMat-BulkUnique Dataset
Treemap of elemental composition of LeMat-BulkUnique
Motivation: check out the blog post https://huggingface.co/blog/lematerial to hear more about the motivation behind the creation of this dataset.
Download and use within Python
from datasets import load_dataset
dataset = load_dataset('LeMaterial/LeMat-BulkUnique', 'unique_pbe')
# convert to Pandas, if you prefer working with this type of object:
df = dataset['train'].to_pandas()
Data… See the full description on the dataset page: https://huggingface.co/datasets/LeMaterial/LeMat-BulkUnique.LeMat-Rho
LeMat-Rho
LeMat-Rho is a dataset of ~69,000 inorganic crystal structures computed with the r2SCAN meta-GGA functional in VASP, featuring charge densities, Bader charges, forces, stresses, and energies. It is part of the LeMaterial ecosystem.
Dataset Summary
Property
Value
Materials
69,117
Functional
r2SCAN
Sources
AFLOW (agm), OQMD (oqmd-), Materials Project (mp-)
Bader charge coverage
86.2% (59,613 materials)
Charge density grid
15×15×15 (lossy… See the full description on the dataset page: https://huggingface.co/datasets/LeMaterial/LeMat-Rho.fra-hplt
French HPLT
A French pretraining corpus of 720 405 documents built from HPLT Monolingual v3 high-quality web crawl data.
The corpus is streaming-ready and includes per-document metadata: language confidence, URL, quality score, character/word counts, and per-register scores. Every document has an HPLT WDS quality score of 10 or higher (the top of the quality distribution).
Quick Start
from datasets import load_dataset
# Streaming
ds =… See the full description on the dataset page: https://huggingface.co/datasets/LeMoussel/fra-hplt.Elliquiy-Role-Playing-Forums_2023-04
Elliquiy roleplaying forum data
A collection of 6.6 million posts and 112 thousands forum threads from Elliquiy (arguably the largest and one of the oldest adult roleplaying forums on the Internet), from April 2005 through April 2023. About 9 GB of uncompressed text data (including formatting tags). The data was processed from the original source files that ended up composing a larger raw Forum RP dataset collection I also uploaded, but unlike those they don't have spacing issues… See the full description on the dataset page: https://huggingface.co/datasets/lemonilia/Elliquiy-Role-Playing-Forums_2023-04.lematerial-chemrxiv-filteredso100_cocaThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 50,
"total_frames": 14900,
"total_tasks": 1,
"total_videos": 100,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:50"
},
"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/LemonadeDai/so100_coca.so100_bimanual_grab_lemon_put_in_box2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 30,
"total_frames": 23296,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:30"
},
"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/nguyen-v/so100_bimanual_grab_lemon_put_in_box2.LeMat-Traj-subsetwikisource_fr
Wikisource FR Dataset
Wikisource FR Dataset
Dataset Structure
Data Instances
Data Fields
Example Usage (Python)
[Intended Use][def]
Dataset Statistics
Token Statistics
Quality Signal: CCNet Perplexity
License
Aknowledgements
Citation
This dataset provides a cleaned plain-text version of French open texts from fr.wikisource.org. The content is distributed without HTML tags or MediaWiki templates, and only retains minimal Markdown syntax (headers, lists, tables) to facilitate… See the full description on the dataset page: https://huggingface.co/datasets/LeMoussel/wikisource_fr.details_lemon-mint__gemma-ko-7b-instruct-v0.62
Dataset Card for Evaluation run of lemon-mint/gemma-ko-7b-instruct-v0.62
Dataset automatically created during the evaluation run of model lemon-mint/gemma-ko-7b-instruct-v0.62.
The dataset is composed of 136 configuration, each one coresponding to one of the evaluated task.
The dataset has been created from 1 run(s). Each run can be found as a specific split in each configuration, the split being named using the timestamp of the run.The "train" split is always pointing to the… See the full description on the dataset page: https://huggingface.co/datasets/OALL/details_lemon-mint__gemma-ko-7b-instruct-v0.62.ur5e_bt_lemon_apple_orange_pink_blue_plate_2cam_150ep_gripper_correctedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "ur5e",
"total_episodes": 150,
"total_frames": 35511,
"total_tasks": 6,
"total_videos": 300,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:150"
},
"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/gribes02/ur5e_bt_lemon_apple_orange_pink_blue_plate_2cam_150ep_gripper_corrected.
