datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
esci
Dataset Card for "esci"
ESCI product search dataset
https://github.com/amazon-science/esci-data/
Preprocessings:
-joined the two relevant files
-product_text aggregate all product text
-mapped esci_label to full name
@article{reddy2022shopping,
title={Shopping Queries Dataset: A Large-Scale {ESCI} Benchmark for Improving Product Search},
author={Chandan K. Reddy and Lluís Màrquez and Fran Valero and Nikhil Rao and Hugo Zaragoza and Sambaran Bandyopadhyay and Arnab Biswas and Anlu… See the full description on the dataset page: https://huggingface.co/datasets/tasksource/esci.EsCoLA
Introduction
The Spanish Corpus of Linguistic Acceptability (EsCoLA) includes 11,174 sentences taken from linguistic literature with a binary annotation made by the original authors themselves. The work is inspired by CoLA: https://nyu-mll.github.io/CoLA/#
Paper
Núria Bel, Marta Punsola, Valle Ruiz-Fernández, 2024, EsCoLA: Spanish Corpus of Linguistic Acceptability. Joint International Conference on Computational Linguistics, Language Resources and Evaluation LREC-COLING… See the full description on the dataset page: https://huggingface.co/datasets/nbel/EsCoLA.synthcix-3m_br
SynthCIX-3M Dataset
Welcome to the Synthcix-3m_br dataset! This dataset contains a rich collection of synthetic images and captions, designed to support a variety of machine learning and computer vision tasks. Whether you're working on image generation, captioning, or any other related project, this dataset is a valuable resource.
Dataset Overview
The SynthCIX-3M dataset includes:
3 million synthetic images: High-quality images generated using advanced techniques.… See the full description on the dataset page: https://huggingface.co/datasets/escorciav/synthcix-3m_br.amazon-esci-data
Amazon Shopping Queries Dataset
Dataset for improving product search, ranking and recommendations, featuring query-product pairs with detailed relevance labels.
Overview
The dataset contains search queries paired with up to 40 potentially relevant products, each labeled using the ESCI system:
Exact match: Products that perfectly match the customer's search intent (e.g., searching "iPhone 13" and finding "Apple iPhone 13 128GB")
Substitute product: Alternative products… See the full description on the dataset page: https://huggingface.co/datasets/milistu/amazon-esci-data.tcga-esca-tabular-open
TCGA-ESCA — Tabular (Open Access)
Open-access TCGA-ESCA data from the NCI Genomic Data Commons, reshaped into one table per GDC data_type. Clinical, biospecimen and every open molecular modality for this cohort, in one place, queryable without downloading a single .tar or parsing a single TSV.
GDC data release: Data Release 46.0 - August 10, 2026
Built: 2026-09-12 03:54:06 UTC
Scope: one TCGA project — see [the family][repo] for the others
from datasets import load_dataset… See the full description on the dataset page: https://huggingface.co/datasets/gabrielaltay/tcga-esca-tabular-open.agent-intrusion-escalation-forensics
Both Sides Detected It, Neither Escalated: Concurrency and Escalation Failure in the July 2026 Autonomous Agent Intrusion
This repository contains the corpus, ingestion pipeline and report for a forensic reconstruction
of the July 2026 autonomous agent intrusion, submitted to the Apart Research & CeSIA AI
Incident Response Sprint, Track 2 (Forensics and Forecasting).
By: Fatimah Mohamed Emad Elden
Trouve Labs
Detection was not the binding… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/agent-intrusion-escalation-forensics.amazon_esci3dcs
3DCS: Datasets and Benchmark for Evaluating Conformational Sensitivity in Molecular Representations
3DCS is a benchmark for 3D conformational sensitivity in molecular representations (MRs). It tests whether the
representations of different conformers of the same molecule (i) preserve geometric variation, (ii) capture chirality,
and (iii) reflect the energy landscape. This is the Geometry–Chirality–Energy (GCE) evaluation framework from the
ICLR 2026 paper.
This repository holds… See the full description on the dataset page: https://huggingface.co/datasets/EscheWang/3dcs.amazon-esci-data
Amazon Shopping Queries Dataset
Dataset for improving product search, ranking and recommendations, featuring query-product pairs with detailed relevance labels.
Overview
The dataset contains search queries paired with up to 40 potentially relevant products, each labeled using the ESCI system:
Exact match: Products that perfectly match the customer's search intent (e.g., searching "iPhone 13" and finding "Apple iPhone 13 128GB")
Substitute product: Alternative products… See the full description on the dataset page: https://huggingface.co/datasets/thepian/amazon-esci-data.rompebrechas-violencia-escolar
Violencia escolar en primaria — Perú 2024-2025
Fuentes oficiales del Ministerio de Educación del Perú (MINEDU), convertidas a Parquet para el proyecto del curso de
Data Mining de la Universidad del Pacífico (grupo RompeBrechas).
Pregunta de investigación: ¿Qué factores institucionales se asocian al registro de casos de violencia escolar
en los colegios de educación primaria del Perú, y cómo se relaciona ese registro con la repetición y el retiro escolar
(2024-2025)?… See the full description on the dataset page: https://huggingface.co/datasets/themasterdrop/rompebrechas-violencia-escolar.cut_4096_v2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.pointcloud": {
"dtype": "float32",
"shape": [
4096,
4
],
"names": [
"N_points",
"XYZI"
]
},
"observation.state": {
"dtype": "float32",
"shape": [… See the full description on the dataset page: https://huggingface.co/datasets/escapebirdy/cut_4096_v2.esci-us-small
ESCI Shopping Queries Dataset (US Locale - Small Version)
This is a curated subset of the Amazon Shopping Queries Dataset (ESCI), filtered for the US locale only and using the small version of the dataset.
Dataset Description
The Shopping Queries Dataset is a large-scale manually annotated dataset for improving product search, released by Amazon Science. It contains challenging search queries paired with products and human-labeled relevance judgments.
Original… See the full description on the dataset page: https://huggingface.co/datasets/shuttie/esci-us-small.esci-data-task2
Dataset Card for "esci-data-task2"
More Information needed
3dcs-chirality
3DCS Chirality Dataset
The chirality dataset of the 3DCS benchmark (Chirality axis of the Geometry–Chirality–Energy framework). It has 14,903 rows (one per stereoisomer of a parent molecule) and 52,391 conformers, stored in 1 parquet file (96.0 MB).
This repository is a standalone copy of the chirality config of the combined dataset
EscheWang/3dcs. The parquet files are byte-identical.
Paper (ICLR 2026): https://openreview.net/forum?id=JAb0y8lkqL
Code (evaluation toolkit… See the full description on the dataset page: https://huggingface.co/datasets/EscheWang/3dcs-chirality.3dcs-rotation
3DCS Rotation (Geometry) Dataset
The rotation (geometry) dataset of the 3DCS benchmark (Geometry axis of the Geometry–Chirality–Energy framework). It has 1,559,779 rows (one per molecule) and 10,097,643 conformers, stored in 14 parquet files (7.53 GB).
This repository is a standalone copy of the rotation config of the combined dataset
EscheWang/3dcs. The parquet files are byte-identical.
Paper (ICLR 2026): https://openreview.net/forum?id=JAb0y8lkqL
Code (evaluation toolkit… See the full description on the dataset page: https://huggingface.co/datasets/EscheWang/3dcs-rotation.esci-data-task3
Dataset Card for "esci-data-task3"
More Information needed
amazon-esci-english-smallrope_cut_oct_xyzi_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.pointcloud": {
"dtype": "float32",
"shape": [
2048,
4
],
"names": [
"N_points",
"XYZI"
]
},
"observation.state": {
"dtype": "float32",
"shape": [… See the full description on the dataset page: https://huggingface.co/datasets/escapebirdy/rope_cut_oct_xyzi_v1.cut_4096_v3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.pointcloud": {
"dtype": "float32",
"shape": [
4096,
4
],
"names": [
"N_points",
"XYZI"
]
},
"observation.state": {
"dtype": "float32",
"shape": [… See the full description on the dataset page: https://huggingface.co/datasets/escapebirdy/cut_4096_v3.test_merra_pm25select_block_4096_v3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.pointcloud": {
"dtype": "float32",
"shape": [
4096,
4
],
"names": [
"N_points",
"XYZI"
]
},
"observation.state": {
"dtype": "float32",
"shape": [… See the full description on the dataset page: https://huggingface.co/datasets/escapebirdy/select_block_4096_v3.select_block_2048_v3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.pointcloud": {
"dtype": "float32",
"shape": [
2048,
4
],
"names": [
"N_points",
"XYZI"
]
},
"observation.state": {
"dtype": "float32",
"shape": [… See the full description on the dataset page: https://huggingface.co/datasets/escapebirdy/select_block_2048_v3.esci-data-task1so101_three_ball_order_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 192,
"total_frames": 148371,
"total_tasks": 4,
"total_videos": 384,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:192"
},
"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/escape112/so101_three_ball_order_v1.ESCIcolombia-congreso-2026-escrutinio
Consolidación del archivo de escrutinio – Congreso de Colombia 2026
Documento técnico que describe, de forma granular, el origen de los datos, el problema de tamaño/manejabilidad que representaban, y el proceso de ingeniería de datos aplicado para consolidarlos en un formato compacto y eficiente.
Fecha del ejercicio: 2026-09-19
1. Origen de los datos
Los datos utilizados en este proyecto provienen del Observatorio Electoral de la Registraduría Nacional del Estado… See the full description on the dataset page: https://huggingface.co/datasets/ahenaor/colombia-congreso-2026-escrutinio.esci_ranking_liteesci-llm-aspect-mining
ESCI LLM Aspect Mining (US)
A product-intrinsic, polarity-labeled aspect-annotation layer over the us locale of
ESCI-S, extracted with a calibrated local LLM
(google/gemma-4-12B-it, guided JSON, temperature 0). 8.85M aspects over 3.95M reviews;
held-out facet F1 0.604, polarity accuracy 0.9455.
⚠️ No Amazon review text is included. Rows carry derived facets + join keys (asin,
review_no, review_md5). Reconstruct the original quote by joining your own copy of ESCI-S on… See the full description on the dataset page: https://huggingface.co/datasets/ThiagoFNJ/esci-llm-aspect-mining.mortgage-escrow-benchmarks-2026
Mortgage Refinance Break-Even & Escrow Model 2026
Empirical benchmark dataset by Groundwork Research (https://gworky.com).
Full interactive decision engine available at: https://gworky.com/tools/mortgage-refinance-calculator.
Description
Deterministic amortization and break-even sensitivity model accounting for discount points, title fees, and regional escrow variance without lead capture gates.
Primary source authority: https://gworky.com/money
eq-esconv-sifted
EQ-ESConv-Sifted: Elo-Ranked Emotional Support Conversations
The ESConv dataset (Liu et al., ACL 2021) ranked by empathetic quality via Swiss-style Elo tournament. All 1,300 conversations scored and sorted.
Why this exists
ESConv is a widely-used emotional support dataset but quality varies significantly — some conversations have excellent empathetic support, others are low-effort or off-topic. This dataset adds Elo rankings so you can filter by quality.
For… See the full description on the dataset page: https://huggingface.co/datasets/nivvis/eq-esconv-sifted.