datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
nornikel-metallurgy-vl-dataset
Nornikel Metallurgy VL Dataset (SFT / DPO / GRPO)
Датасет для дообучения мультимодальной модели Qwen3-VL по схеме
SFT → DPO → GRPO в предметной области металлургии, горного дела и
обогащения полезных ископаемых. Построен из корпуса технических документов
(PDF-книги/сборники, DOCX-отчёты, PPTX-презентации, XLSX-таблицы) и
изображений (схемы, диаграммы, таблицы).
Конфигурации (config_name)
config
train
validation
назначение
sft
111 351
12 372… See the full description on the dataset page: https://huggingface.co/datasets/brics-edtech/nornikel-metallurgy-vl-dataset.sat-bbox-metadata-sft-v1
Dataset Summary
NuTonic/sat-bbox-metadata-sft-v1 is a metadata-first, procedural VLM SFT dataset built from an existing “sat-bbox” style dataset tree (Sentinel‑2 chips + per-tile JSON metadata sidecars, optionally paired Mapbox stills).
The goal is to create high-signal, production-shaped supervision for multimodal chat models:
Captioning for satellite chips
Grounding (bounding boxes in normalized coordinates) for land-cover regions
Class-focused captions and absence checks for… See the full description on the dataset page: https://huggingface.co/datasets/NuTonic/sat-bbox-metadata-sft-v1.MetaphorVU-BenchMetaphorVU: Towards Metaphorical Video Understanding
Paper: https://huggingface.co/papers/2605.25461
Code: https://github.com/Li-Z-Q/MetaphorVU
Email: lizhuoqun2021@iscas.ac.cn
We propose MetaphorVU-Bench, a comprehensive benchmark for metaphorical video understanding, characterized by a well-founded systematic taxonomy, metaphorical videos curated from billions of real-world candidates, and rigorous human annotation.
twitch-top-live-streams-metadata
Top Twitch Channels Live Viewership & Broadcast Metadata
Overview
This dataset contains clean, structured public data exported directly from production runs of Apify actors.
It serves as a benchmark and sample for lead qualification, market intelligence, research, and machine learning pipelines.
Source Actor: captainhandsome/twitch-live-streams-scraper
Dataset Page: Public sample and schema
Preconfigured Run Task: captainhandsome/twitch-live-fortnite-streams… See the full description on the dataset page: https://huggingface.co/datasets/joeygambino/twitch-top-live-streams-metadata.real-vehicle-images-with-visual-metadata-100k
真实车辆图片与视觉元信息测试数据集
数据集简介
本数据集可扩展至 10 万张真实车辆图片，本次上传人工筛选后的 1,000 张测试数据，覆盖轿车、公交车、客车和卡车，可用于车辆图像分类、目标检测、视觉识别、多模态训练及相关算法测试。
当前版本为测试数据集。如需更多图片、指定车辆类别或定制元信息，可扩展量级，欢迎通过邮件联系：xiehan@mykj.club。
数据概况
图片数量：1,000 张
图片格式：JPEG
最小短边：513px，全部不低于 512px
类别分布：109 张轿车、442 张公交车或客车、449 张卡车
文件命名：每张图片使用唯一文件名
内容去重：使用 SHA-256 进行内容级去重
标注形式：每张图片对应一个同名 JSON 文件
目录结构
vehicle_dataset_1000/
├── README.md
├── images/ # 车辆图片
│ └── vehicle_xxx.jpg
├──… See the full description on the dataset page: https://huggingface.co/datasets/MYtechnology/real-vehicle-images-with-visual-metadata-100k.metalex
MetaLex
MetaLex is a benchmark for testing literal-to-figurative grounding in vision-language models. Each item pairs a lexicalised metaphor with a literal textual paraphrase, a literal image of the metaphor's constituents, and multiple-choice figurative meanings.
Task
Given either a literal text description, a literal image, or both, a model must recover the conventional figurative meaning of the metaphor.
Example:
{
"id": "metalex_000000",
"metaphor": "couch potato"… See the full description on the dataset page: https://huggingface.co/datasets/metalex001/metalex.Wattpad-metadata-hotWattpad-metadata-new