specifications
xml-standards-specificationsspecification-synthesisvulnerability-specifications
VulInstruct: Specification-Guided Vulnerability Detection 🔒
📄 Paper |
🤗 Dataset |
💻 GitHub
Introduction
This repository contains the Specification Knowledge Base introduced in the paper VulInstruct: Teaching LLMs Root-Cause Reasoning for Vulnerability Detection via Security Specifications.
VulInstruct is a specification-guided approach that systematically extracts security specifications—expectations about how code should behave to remain safe—from… See the full description on the dataset page: https://huggingface.co/datasets/hzhu721/vulnerability-specifications.smartphone-specifications-2020-2024
Smartphone Specifications (2020–2024)
Description
A tabular dataset containing smartphone specifications released between 2020 and 2024, including hardware details and approximate pricing.
Dataset Structure
Single CSV file: dataset.csv
Fields
id
brand
model
release_year
os
ram_gb
storage_gb
battery_mah
price_usd
Usage
from datasets import load_dataset
ds = load_dataset("yourusername/smartphone-specifications-2020-2024")
print(ds)
cme-futures-contract-specifications
CME Group Futures Contract Specifications & Risk Parameters
A comprehensive reference dataset of futures contract specifications and risk parameters covering 55+ contracts across equities, energy, metals, agriculture, currencies, interest rates, livestock, volatility, and cryptocurrency sectors.
Designed as structured input for risk models, position sizing algorithms, backtesting engines, and margin optimization systems.
Description
This dataset consolidates publicly… See the full description on the dataset page: https://huggingface.co/datasets/propfirmkey/cme-futures-contract-specifications.thumbglance-specifications
YouTube Image Specifications
A dated reference dataset of YouTube thumbnail, channel banner, and profile-picture specifications, maintained by Ethereal49.
The tables accompany the image tools and size guides at ThumbGlance.
Files
youtube-thumbnail-size.csv: 7 records covering video thumbnails, Shorts thumbnails, podcast playlist thumbnails, channel banners, and profile pictures.
youtube-banner-size.csv: 4 records distinguishing the minimum upload canvas… See the full description on the dataset page: https://huggingface.co/datasets/AustinLo/thumbglance-specifications.