datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
World-Embedding-Optics-Retrieval
World Embedding Optics Retrieval
World Embedding Optics Retrieval is the optics and electromagnetism retrieval split of the
World Embedding Benchmark. It contains
2,700 simulation videos from 27 physics families. The family shards are loaded
together as the default configuration.
Usage
from datasets import load_dataset
dataset = load_dataset(
"World-Representation-Lab/World-Embedding-Optics-Retrieval",
split="test",
)
Fields
query_id:… See the full description on the dataset page: https://huggingface.co/datasets/World-Representation-Lab/World-Embedding-Optics-Retrieval.World-Embedding-Solid-Retrieval
World Embedding Solid Retrieval
World Embedding Solid Retrieval is the solid mechanics retrieval split of the
World Embedding Benchmark. It contains
2,700 simulation videos from 27 physics families. The family shards are loaded
together as the default configuration.
Usage
from datasets import load_dataset
dataset = load_dataset(
"World-Representation-Lab/World-Embedding-Solid-Retrieval",
split="test",
)
Fields
query_id: unique text-query… See the full description on the dataset page: https://huggingface.co/datasets/World-Representation-Lab/World-Embedding-Solid-Retrieval.memory-representation-contextbench-artifacts
Memory Representation ContextBench Artifacts
Dataset Summary
This repository contains processed artifacts for the paper "Memory as a Map: Prior-Trajectory Representations for Software Engineering Agents." The artifact supports reproduction and inspection of a controlled prior-context representation experiment over SWEContextBench prior-target pairs.
The experiment renders each target under four prompt conditions: no prior context, stripped Claude Code transcript… See the full description on the dataset page: https://huggingface.co/datasets/shshwtsuthar/memory-representation-contextbench-artifacts.World-Embedding-Dynamics-Retrieval
World Embedding Dynamics Retrieval
World Embedding Dynamics Retrieval is the dynamics retrieval split of the
World Embedding Benchmark. It contains
1,900 simulation videos from 19 physics families. The family shards are loaded
together as the default configuration.
Usage
from datasets import load_dataset
dataset = load_dataset(
"World-Representation-Lab/World-Embedding-Dynamics-Retrieval",
split="test",
)
Fields
query_id: unique… See the full description on the dataset page: https://huggingface.co/datasets/World-Representation-Lab/World-Embedding-Dynamics-Retrieval.World-Embedding-Regression
World Embedding Regression
World Embedding Regression is the physical-property regression dataset from the
World Embedding Benchmark. It contains
5,000 simulation videos across 10 physics families, with 500 examples in each
dataset configuration.
Usage
from datasets import load_dataset
dataset = load_dataset(
"World-Representation-Lab/World-Embedding-Regression",
"pendulum",
split="test",
)
Fields
family: physics family.
id: unique… See the full description on the dataset page: https://huggingface.co/datasets/World-Representation-Lab/World-Embedding-Regression.World-Embedding-Fluid-Retrieval
World Embedding Fluid Retrieval
World Embedding Fluid Retrieval is the fluid mechanics retrieval split of the
World Embedding Benchmark. It contains
700 simulation videos from 7 physics families. The family shards are loaded
together as the default configuration.
Usage
from datasets import load_dataset
dataset = load_dataset(
"World-Representation-Lab/World-Embedding-Fluid-Retrieval",
split="test",
)
Fields
query_id: unique text-query… See the full description on the dataset page: https://huggingface.co/datasets/World-Representation-Lab/World-Embedding-Fluid-Retrieval.cable-representation-analysis
Cable representation analysis — ACT encoder, DG-5F / UR5e cable sorting
What the ACT encoder's internal representation holds about the cable being
handled. All figures come from a forward hook on policy.model.encoder: the
transformer tokens are mean-pooled into a single 512-d vector per frame.
Every split in this directory is episode-level. Frames inside one episode
are near-duplicates, so a frame-level split leaks the answer and inflates every
number below.
Model… See the full description on the dataset page: https://huggingface.co/datasets/Kaz55/cable-representation-analysis.memory-representation-contextbench-traces
Memory Representation ContextBench Raw Traces
This optional artifact contains raw Claude Code prior JSONL traces discovered for the ContextBench prompt set. It includes 96 trace manifest rows and 42722114 bytes of copied JSONL content.
OpenHands target-run JSONL traces were not present in the discovered source folders, so traces/openhands_runs/ is present as an empty directory structure and the absence is recorded in manifests/validation_summary.json.
Checksums are in… See the full description on the dataset page: https://huggingface.co/datasets/shshwtsuthar/memory-representation-contextbench-traces.nav2memory-representation-nebius-openhands-adp-v0.1
Nebius OpenHands Trajectories Converted to ADP v0.1
This is an auxiliary converter-validation artifact. It is not part of the 95-target SWEContextBench evaluation.
It converts public Nebius OpenHands trajectories to a canonical ADP-like JSON representation. The release contains 67074 converted rows across 17 parquet shard(s), covering 1823 repositories. Resolved labels: 32161 resolved and 34913 unresolved.
The artifact should be cited together with the original Nebius… See the full description on the dataset page: https://huggingface.co/datasets/shshwtsuthar/memory-representation-nebius-openhands-adp-v0.1.aomt-world-representation-v3
AOMT World Representation Dataset v3
This release contains trajectory-derived world-representation examples from
ScienceWorld and ALFWorld. It combines offline reconstruction views with
simulator-materialized alternative-action branches for studying causal,
counterfactual, recovery, invariance, and output-format behavior.
Splits
The development pool was split deterministically by whole trajectory,
stratified within domain and task family. Related views and… See the full description on the dataset page: https://huggingface.co/datasets/Joshyxwa/aomt-world-representation-v3.representational_stability
Dataset Card for Representational Stability Fictional Data
Dataset Summary
The Representational Stability fictional dataset is made to supplement the
Trilemma of Truth dataset (here).
The Trilemma of Truth data contains three types of statements:
Factually true statements
Factually false statements
Synthetic, neither-valued statements generated to mimic statements unseen during LLM training
The Representational Stability fictional dataset adds new types of statements:… See the full description on the dataset page: https://huggingface.co/datasets/samanthadies/representational_stability.nav_smallfleurs-farsi-representation-chizzler
FLEURS Farsi — Representation Chizzler 🧹
A cleaned Persian speech dataset built from FLEURS, processed with the Representation Chizzler pipeline.
Source ✨
Original data: https://huggingface.co/datasets/MohammadGholizadeh/fleurs-farsi (FLEURS Persian subset)
Processing 🔊
Speech segmentation with Silero VAD
Denoising with MP-SENet
Loudness normalization to a consistent target level
Audio resampled to 16 kHz
What you get ✅
audio (16 kHz)… See the full description on the dataset page: https://huggingface.co/datasets/Reza2kn/fleurs-farsi-representation-chizzler.legal-representation-capacity-gap-detection-v0.1What this dataset is
You receive
legal aid demand
capacity
representation rate
wait time
case outcomes
policy signals
You decide
Does capacity match demand
Answer
coherent
or
incoherent
Why this matters
Capacity gaps predict
pro se surge
unsafe settlements
default growth
system strain
representation-engineering-resultsafrica-owid-representation-of-women-in-lower-chamber-of-parliament
Representation Of Women In Lower Chamber Of Parliament | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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-owid-representation-of-women-in-lower-chamber-of-parliament.representational-collapse-llm-benchmark
Token Repetition Attack Benchmark
Dataset Description
This dataset contains experimental results from token repetition attacks on Large Language Models (LLMs), demonstrating multiple failure modes including prompt extraction, hallucination attacks, and instruction-following degradation.
Paper: Representational Collapse in Large Language Models: Token Repetition Attacks Reveal Multiple Failure Modes (ACL 2025 Submission)
Dataset Summary
Total Records: 35
Models… See the full description on the dataset page: https://huggingface.co/datasets/wu981526092/representational-collapse-llm-benchmark.pde-llm-eval-cross-representation-dataset
pde-llm-eval-cross-representation-dataset
Cross-Representation Dataset. 32 physical systems, one row each, with FOUR representations of every system -- source code, natural-language description, governing equation, and numerical trajectory -- each given in its correct form and in its corrupted form. Code additionally comes with real and obfuscated identifiers, and the trajectory with four kinds of corruption (randomly generated values, values permuted within the original… See the full description on the dataset page: https://huggingface.co/datasets/bermaneh/pde-llm-eval-cross-representation-dataset.europe-owid-representation-of-women-in-lower-chamber-of-parliament
Representation Of Women In Lower Chamber Of Parliament | Europe (Our World in Data)
🇪🇺 197 observations · 42 Europe countries · 2021–2025 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 197 observations of Representation Of Women In Lower Chamber Of Parliament data across 42 Europe countries, spanning 2021–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Representation… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-representation-of-women-in-lower-chamber-of-parliament.europe-owid-representation-of-women-in-the-judiciary
Representation Of Women In The Judiciary | Europe (Our World in Data)
🇪🇺 219 observations · 42 Europe countries · 2010–2025 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 219 observations of Representation Of Women In The Judiciary data across 42 Europe countries, spanning 2010–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Representation Of Women In The Judiciary… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-representation-of-women-in-the-judiciary.Books_of_the_period_of_representation_of_Zaznobin_V_Mbuzz_sources_301_parrot-internal-representationeurope-owid-representation-of-women-in-the-upper-chamber-of-parliament
Representation Of Women In The Upper Chamber Of Parliament | Europe (Our World in Data)
🇪🇺 81 observations · 17 Europe countries · 2021–2025 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 81 observations of Representation Of Women In The Upper Chamber Of Parliament data across 17 Europe countries, spanning 2021–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-representation-of-women-in-the-upper-chamber-of-parliament.africa-owid-representation-of-women-in-the-upper-chamber-of-parliament
Representation Of Women In The Upper Chamber Of Parliament | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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-owid-representation-of-women-in-the-upper-chamber-of-parliament.asia-owid-representation-of-women-in-lower-chamber-of-parliament
Representation Of Women In Lower Chamber Of Parliament | Asia (Our World in Data)
🌏 221 observations · 46 Asia countries · 2021–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 221 observations of Representation Of Women In Lower Chamber Of Parliament data across 46 Asia countries, spanning 2021–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Representation Of Women In… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-representation-of-women-in-lower-chamber-of-parliament.asia-owid-representation-of-women-in-the-upper-chamber-of-parliament
Representation Of Women In The Upper Chamber Of Parliament | Asia (Our World in Data)
🌏 81 observations · 18 Asia countries · 2021–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 81 observations of Representation Of Women In The Upper Chamber Of Parliament data across 18 Asia countries, spanning 2021–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Representation Of… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-representation-of-women-in-the-upper-chamber-of-parliament.asia-owid-representation-of-women-in-the-judiciary
Representation Of Women In The Judiciary | Asia (Our World in Data)
🌏 92 observations · 25 Asia countries · 2015–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 92 observations of Representation Of Women In The Judiciary data across 25 Asia countries, spanning 2015–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Representation Of Women In The Judiciary… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-representation-of-women-in-the-judiciary.africa-owid-representation-of-women-in-the-judiciary
Representation Of Women In The Judiciary | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-representation-of-women-in-the-judiciary.ademe-representations-sociales-du-changement-climatique-2018-tc-employeurs
ADEME Représentations sociales du changement climatique 2018 TC employeurs
Source
Source officielle : https://www.data.gouv.fr/datasets/ademe-representations-sociales-du-changement-climatique-2018-tc-employeurs
Identifiant du jeu de données data.gouv.fr : 5d3827646f44410d5610e919
Slug data.gouv.fr : ademe-representations-sociales-du-changement-climatique-2018-tc-employeurs
Licence indiquée dans les métadonnées data.gouv.fr : lov2
Structure Hugging… See the full description on the dataset page: https://huggingface.co/datasets/Data-Gouv-ML/ademe-representations-sociales-du-changement-climatique-2018-tc-employeurs.