datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
pickup-carrot-remove-parquet-metadataThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 21,
"total_frames": 9383,
"total_tasks": 1,
"total_videos": 84,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/pickup-carrot-remove-parquet-metadata.value-systems-in-llms-paraphrasing-and-profile-elicitation
Value Systems in LLMs: Effects of Paraphrasing and Profile Elicitation on Decision-Making Consistency and Robustness
(Versión en español más abajo.)
Do large language models give stable answers to the same forced-choice question
when the prompt is perturbed in ways that do not change its meaning — and does
assigning them a personality or value profile change those answers?
This dataset contains the full material of that experiment: the 9,350 prompts,
the 561,000 model responses… See the full description on the dataset page: https://huggingface.co/datasets/anicola/value-systems-in-llms-paraphrasing-and-profile-elicitation.pickup-carrot-remove-parquet-metadata-2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 21,
"total_frames": 9383,
"total_tasks": 1,
"total_videos": 84,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/pickup-carrot-remove-parquet-metadata-2.pickup-carrot-no-subversionThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 21,
"total_frames": 9383,
"total_tasks": 1,
"total_videos": 84,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/pickup-carrot-no-subversion.pickup-carrot-no-subversion-2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 21,
"total_frames": 9383,
"total_tasks": 1,
"total_videos": 84,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/pickup-carrot-no-subversion-2.engineering-llm-systems
Engineering LLM-Integrated Systems
Engineering LLM-Integrated Systems is course at Northeastern University that teaches students how to
build software that uses LLMs under the hood from a systems perspective. The course teaches students
how to build interactive software systems that testable, scaleable, and well-designed, despite the
fact that they are working with an essential component -- the LLM -- that can behave in unpredictable ways.
This repository contains the datasets that… See the full description on the dataset page: https://huggingface.co/datasets/nuprl/engineering-llm-systems.merged-test-1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 76,
"total_frames": 33966,
"total_tasks": 2,
"total_videos": 304,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:76"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/merged-test-1.classical-cipher-corpus
Classical Cipher Corpus
A labeled educational dataset of classical cipher examples for teaching cryptanalysis and training small cipher-family classifiers.
Part of the Cipher Detective AI project:
🕵️ Space: systemslibrarian/cipher-detective-ai
📦 Dataset: systemslibrarian/classical-cipher-corpus (this repo)
🤖 Model: systemslibrarian/cipher-detective-classifier
Intended use
Teach classical cryptanalysis.
Benchmark educational cipher-family detectors.
Train small… See the full description on the dataset page: https://huggingface.co/datasets/systemslibrarian/classical-cipher-corpus.pickup-carrot-openpi-20251029This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_widowxai_follower",
"total_episodes": 28,
"total_frames": 13130,
"total_tasks": 1,
"total_videos": 112,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:28"
},
"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/argus-systems/pickup-carrot-openpi-20251029.pickup-carrot-openpi-100-20251029This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_widowxai_follower",
"total_episodes": 28,
"total_frames": 13130,
"total_tasks": 1,
"total_videos": 112,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:28"
},
"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/argus-systems/pickup-carrot-openpi-100-20251029.pickup-carrot-new-environment-5This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_widowxai_follower",
"total_episodes": 3,
"total_frames": 897,
"total_tasks": 1,
"total_videos": 12,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:3"
},
"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/argus-systems/pickup-carrot-new-environment-5.repro-learning-to-share-selective-memory-for-efficient-parallel-agentic-systems-traces
Agent traces
Agent sessions published from a Trackio Logbook.
deepseek-r1-systems-kernel-reasoning
🧠 DeepSeek-R1 Low-Level Systems & Kernel Reasoning Suite (2026)
🛒 Commercial Full Suite Available:
The full production suite with 10,000 SFT Hardware Reasoning Traces + 2,500 High-Contrast DPO Alignment Pairs across all 20 domains is available on Gumroad:
👉 Download Full Commercial Dataset on Gumroad (Starter \ / Pro \ / Enterprise )
A Tier-1 Commercial Dataset Suite engineered specifically for fine-tuning DeepSeek-R1, DeepSeek-R1-Distill-Qwen-14B/32B, and frontier… See the full description on the dataset page: https://huggingface.co/datasets/beatsprom/deepseek-r1-systems-kernel-reasoning.trossen_ai_stationary_dummyThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 4,
"total_frames": 920,
"total_tasks": 1,
"total_videos": 16,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems1/trossen_ai_stationary_dummy.argus-systems_pickup-carrot-no-subversion-2
Pickup Carrot No Subversion 2 TsFile
This dataset is an Apache TsFile conversion of argus-systems/pickup-carrot-no-subversion-2, a LeRobot v2.1 robot-manipulation dataset created with LeRobot.
Modalities: Time-series. The converted repository contains numeric robot observations, actions, frame timing, episode/task tags, and mirrored source metadata. Camera videos remain in the original Hugging Face dataset.
Source Dataset
Original dataset:… See the full description on the dataset page: https://huggingface.co/datasets/THULab/argus-systems_pickup-carrot-no-subversion-2.trossen_ai_stationary_dummy_table_setThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 2,
"total_frames": 2115,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems1/trossen_ai_stationary_dummy_table_set.repro-latent-collaboration-in-multi-agent-systems-traces
Agent traces
Agent sessions published from a Trackio Logbook.
throw_5This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 8,
"total_frames": 3129,
"total_tasks": 1,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:8"
},
"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/argus-systems0/throw_5.record-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 1,
"total_frames": 511,
"total_tasks": 1,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"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/argus-systems0/record-test.test_video_trueThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"trossen_subversion": "v1.0",
"robot_type": "trossen_ai_stationary",
"total_episodes": 3,
"total_frames": 1341,
"total_tasks": 1,
"total_videos": 12,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:3"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/argus-systems/test_video_true.argus-systems_pickup-carrot-no-subversion
Pickup Carrot No Subversion TsFile
This dataset is an Apache TsFile conversion of argus-systems/pickup-carrot-no-subversion, a LeRobot v2.1 robot-manipulation dataset created with LeRobot.
Modalities: Time-series. The converted repository contains numeric robot observations, actions, frame timing, episode/task tags, and mirrored source metadata. Camera videos remain in the original Hugging Face dataset.
Source Dataset
Original dataset:… See the full description on the dataset page: https://huggingface.co/datasets/THULab/argus-systems_pickup-carrot-no-subversion.africa-synth-infrastructure-climate-resilient-health-systems-all
Climate-Resilient Health Systems (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-infrastructure-climate-resilient-health-systems-all.system-stability-collapse-benchmark-casses-v0.1CASSES — Collapse Analysis in State-Space Evaluation Suite
Overview
CASSES is a diagnostic benchmark designed to test whether machine learning systems can detect instability and collapse in dynamic systems.
Most AI benchmarks evaluate models on tasks such as classification, language generation, or reasoning over static data.
CASSES evaluates a different capability:
state-space stability understanding.
The benchmark tests whether a model can identify when a system is approaching a collapse… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/system-stability-collapse-benchmark-casses-v0.1.africa-synth-laboratory-information-systems-all
Laboratory Information Systems | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: technology_digital - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-laboratory-information-systems-all.africa-agriculture-and-agrifood-systems-value
Agriculture and agrifood systems — Value | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-agriculture-and-agrifood-systems-value.argus-systems_pickup-carrot-no-subversion
Pickup Carrot No Subversion TsFile
This dataset is an Apache TsFile conversion of argus-systems/pickup-carrot-no-subversion, a LeRobot v2.1 robot-manipulation dataset created with LeRobot.
Modalities: Time-series. The converted repository contains numeric robot observations, actions, frame timing, episode/task tags, and mirrored source metadata. Camera videos remain in the original Hugging Face dataset.
Source Dataset
Original dataset:… See the full description on the dataset page: https://huggingface.co/datasets/azithromycin/argus-systems_pickup-carrot-no-subversion.africa-faostat-employment-indicators-agriculture-and-agrifood-systems-oea
Employment Indicators: Agriculture and agrifood systems — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-faostat-employment-indicators-agriculture-and-agrifood-systems-oea.Artificial-intelligence-dataset-for-IR-systems
Dataset Card for Dataset Name
Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
information-retrieval
semantic-search
Languages
English
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
[More Information Needed]
Data Splits
[More Information Needed]
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/Adel-Elwan/Artificial-intelligence-dataset-for-IR-systems.africa-synth-health-system-emergency-triage-systems-all
Emergency Triage Systems | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-health-system-emergency-triage-systems-all.asia-owid-cumulative-number-of-large-scale-ai-systems-by-country
Cumulative Number Of Large Scale Ai Systems By Country | Asia (Our World in Data)
🌏 49 observations · 7 Asia countries · 2019–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 49 observations of Cumulative Number Of Large Scale Ai Systems By Country data across 7 Asia countries, spanning 2019–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Cumulative Number Of Large… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-cumulative-number-of-large-scale-ai-systems-by-country.