id int64 0 100k | text stringlengths 43 9.79k | embedding listlengths 4.1k 4.1k |
|---|---|---|
0 | Introduction. Depressive disorder is one of the most widespread forms of mental disorders which lead to a significant public health concern, such as disability, suicide, and so on. Its etiology remains vague but it is believed that depressive disorder is a multifactorial disease which is induced by the interaction of s... | [
0.008389347232878208,
0.0255327969789505,
-0.014164622873067856,
-0.03355738893151283,
0.029058754444122314,
0.029909847304224968,
-0.02565438114106655,
0.012827190570533276,
-0.008450140245258808,
0.02808607742190361,
-0.0500929169356823,
0.005896860267966986,
0.05665849149227142,
-0.0007... |
1 | Effects of different nose types on class II treatments for female patients. BACKGROUND: The aim of this study was to evaluate the effect of different nose types on the perception of facial aesthetics following camouflage treatment and orthognathic surgery for skeletal class II female patients.METHODS: A pre-treatment p... | [
-0.026166480034589767,
0.02750523015856743,
0.029452502727508545,
-0.019959546625614166,
0.014421990141272545,
0.03821523115038872,
-0.0003156712045893073,
-0.015456479042768478,
-0.004290085751563311,
0.03383386880159378,
-0.0005971129867248237,
0.013570058159530163,
0.03943227604031563,
... |
2 | "[Effect of moxibustion pretreatment at different time on ovarian function in rats with dimini-shed (...TRUNCATED) | [0.013696776703000069,-0.000885954184923321,0.04258561134338379,-0.025479594245553017,0.033733546733(...TRUNCATED) |
3 | "[Effect of electroacupuncture or moxibustion of \"Tianshu\" (ST25) on intragastric pressure in rats(...TRUNCATED) | [0.015967685729265213,-0.001035218476317823,0.04837970808148384,-0.021687455475330353,0.024666501209(...TRUNCATED) |
4 | "[Analysis on the distribution of pressure- and heat-sensitive acupoints in patients with allergic r(...TRUNCATED) | [0.0067756688222289085,0.001316669280640781,0.02165846899151802,-0.035979095846414566,0.008107132278(...TRUNCATED) |
5 | "[Effect of \"Buqi Yixue\" needling on neurological function and nerve conduction velocity in patien(...TRUNCATED) | [-0.01026853546500206,0.0003579890471883118,0.02765975520014763,-0.026591353118419647,0.017687998712(...TRUNCATED) |
6 | "[Influence of different courses of electroacupuncture treatment on compliance and therapeutic outco(...TRUNCATED) | [-0.006455362308770418,0.0011348467087373137,0.07498831301927567,-0.0232275128364563,0.0104346945881(...TRUNCATED) |
7 | "[Effect of \"Yinqi Guiyuan\" needling on primary insomnia]. OBJECTIVE: To observe the clinical effe(...TRUNCATED) | [-0.0071839625015854836,-0.01860079914331436,0.05508698150515556,-0.01860079914331436,0.040778674185(...TRUNCATED) |
8 | "[A modified device for transcutaneous electrical auricular concha stimulation in rats]. In the pres(...TRUNCATED) | [0.01864020712673664,0.004808460827916861,0.051052797585725784,-0.0024339123629033566,-0.00059363717(...TRUNCATED) |
9 | "Experimental transmission of infectious spleen and kidney necrosis virus (ISKNV) from freshwater or(...TRUNCATED) | [-0.0061435392126441,0.011861288920044899,0.0065389154478907585,-0.02445250190794468,0.0300485976040(...TRUNCATED) |
End of preview. Expand in Data Studio
BioASQ-BEIR Vector Database Dataset (4096d, 100k)
Generated embeddings dataset for vector database training and evaluation.
Dataset Summary
This dataset contains 100,000 text samples with vector embeddings (4096 dimensions) generated from the BioASQ-BEIR dataset using Qwen/Qwen3-Embedding-8B.
Dataset Structure
- Base dataset: 100,000 samples with embeddings
- Embedding dimension: 4096
Repository Structure
parquet/
base.parquet- Main dataset with text and embeddings
Usage
Loading with HuggingFace Datasets
from datasets import load_dataset
dataset = load_dataset("maknee/bioasq_bier_4096_100k")
base_data = dataset['train']
import numpy as np
embeddings = np.array(base_data['embedding'])
texts = base_data['text']
Dataset Information
- Source: BioASQ-BEIR
- Size: 100,000 samples
- Dimension: 4096
- Format: Parquet
Citation
@dataset{huggingface_embeddings_maknee_bioasq_bier_4096_100k,
title={BioASQ-BEIR Vector Database Embeddings Dataset},
author={Henry Zhu},
year={2026},
url={https://huggingface.co/datasets/maknee/bioasq_bier_4096_100k}
}
License
MIT License.
- Downloads last month
- 168