Datasets:

habedi
/

multi-vector-search-datasets

license: cc-by-nc-4.0
tags:
  - vector-search
  - multi-vector-search
  - nearest-neighbors
  - high-dimensional-data
  - political-science
pretty_name: Multi-Vector Search Datasets
size_categories:
  - 1M<n<10M
language:
  - en

Multi-Vector Search Datasets

The datasets listed below are used in the Multi-Vector HNSW project for testing and benchmarking multi-vector approximate nearest neighbor search algorithms and their implementations.

Stack Exchange Datasets

Source: habedi/stack-exchange-dataset

Each row contains:

id: unique post ID
title: the post title
body: the main body content (with HTML tags removed)
tags: associated tags
embedding: a list of three 768-dimensional vectors for [title, body, tags]

Text embeddings were generated using all-mpnet-base-v2 from Sentence Transformers.

Index	Dataset	Size
1	Computer Science	40,792
2	Data Science	28,950
3	Political Science	12,416

Flickr8k Dataset

Source: habedi/flickr-8k-dataset-clean

Each row contains:

id: image filename
captions: a list of five human-written captions
image: raw image data (JPEG format)
embedding: a list of six 768-dimensional vectors: five for captions, one for the image

Caption embeddings were generated using all-mpnet-base-v2.

Image embeddings were generated using openai/clip-vit-base-patch32 via the Hugging Face Transformers library.

Index	Dataset	Size
1	Flickr8k (captions + image)	8,091