datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
vidore_v3_pharmaceuticalsViDoRe V3 : Pharmaceuticals
This dataset, Pharmaceutical, is a corpus of slides from the FDA, intended for long-document understanding tasks. It is one of the 10 corpora comprising the ViDoRe v3 Benchmark.
About ViDoRe v3
ViDoRe V3 is our latest benchmark for RAG evaluation on visually-rich documents from real-world applications. It features 10 datasets with, in total, 26,000 pages and 3099 queries, translated into 6 languages. Each query comes with human-verified relevant pages… See the full description on the dataset page: https://huggingface.co/datasets/vidore/vidore_v3_pharmaceuticals.vidore_v3_pharmaceuticals_mteb_format
Vidore3PharmaceuticalsRetrieval
An MTEB dataset
Massive Text Embedding Benchmark
Retrieve associated pages according to questions.
Task category
t2i
Domains
Academic
Reference
https://huggingface.co/blog/QuentinJG/introducing-vidore-v3
Source datasets:
vidore/vidore_v3_pharmaceuticals
How to evaluate on this task
You can evaluate an embedding model on this dataset using the following code:
import mteb
task =… See the full description on the dataset page: https://huggingface.co/datasets/vidore/vidore_v3_pharmaceuticals_mteb_format.vidore_v3_pharmaceuticalsViDoRe V3 : Pharmaceuticals
This dataset, Pharmaceutical, is a corpus of slides from the FDA, intended for long-document understanding tasks. It is one of the 10 corpora comprising the ViDoRe v3 Benchmark.
About ViDoRe v3
ViDoRe V3 is our latest benchmark for RAG evaluation on visually-rich documents from real-world applications. It features 10 datasets with, in total, 26,000 pages and 3099 queries, translated into 6 languages. Each query comes with human-verified relevant pages… See the full description on the dataset page: https://huggingface.co/datasets/Ethicalpirate91/vidore_v3_pharmaceuticals.FDA_Pharmaceuticals_FAQ
FDA Pharmaceutical Q&A Dataset
Description
This dataset contains a collection of question-and-answer pairs related to pharmaceutical regulatory compliance provided by the Food and Drug Administration (FDA). It is designed to support research and development in the field of natural language processing, particularly for tasks involving information retrieval, question answering, and conversational agents within the pharmaceutical domain.
Dataset Structure
The… See the full description on the dataset page: https://huggingface.co/datasets/Jaymax/FDA_Pharmaceuticals_FAQ.pharmaceutical-procurement-pricing
Pharmaceutical Procurement & Pricing (Price Ratios, Quality Assurance, Lead Times, Savings) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: not declared - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/pharmaceutical-procurement-pricing.pharmaceutical-regulatory-capacity
Pharmaceutical Regulatory Capacity (NRA Maturity, GBT Scores, SF Prevalence) | Africa (World Health Organization)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/pharmaceutical-regulatory-capacity.asia-who-pharmaceutical-technicians-and-assistants
Pharmaceutical Technicians and Assistants (number) | Asia (WHO GHO)
🌏 182 observations · 28 Asia countries · 1983–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 182 observations of Pharmaceutical Technicians and Assistants (number) data across 28 Asia countries, spanning 1983–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-pharmaceutical-technicians-and-assistants.europe-who-pharmaceutical-technicians-and-assistants
Pharmaceutical Technicians and Assistants (number) | Europe (WHO GHO)
🇪🇺 29 observations · 12 Europe countries · 2000–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 29 observations of Pharmaceutical Technicians and Assistants (number) data across 12 Europe countries, spanning 2000–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-pharmaceutical-technicians-and-assistants.pharmaceutical_definitionsThis dataset offers a comprehensive collection of 380,131 definitions extracted from 12,468 alliance contracts in the biopharmaceutical industry, spanning four decades from 1981 to 2021.
It was created as a companion to the research paper, "Tracing Definitions: Lessons from Alliance Contracts in the Biopharmaceutical Industry" and we encourage you to consult the paper for a detailed analysis of the data.
Dataset Schema
The data is organized into four columns:
id_contract: A unique identifier… See the full description on the dataset page: https://huggingface.co/datasets/Maxbenkre/pharmaceutical_definitions.FDA_Pharmaceuticals_FAQ
FDA Pharmaceutical Q&A Dataset
Description
This dataset contains a collection of question-and-answer pairs related to pharmaceutical regulatory compliance provided by the Food and Drug Administration (FDA). It is designed to support research and development in the field of natural language processing, particularly for tasks involving information retrieval, question answering, and conversational agents within the pharmaceutical domain.
Dataset Structure… See the full description on the dataset page: https://huggingface.co/datasets/rfegtrrth/FDA_Pharmaceuticals_FAQ.benchmark-vidore-v3-pharmaceuticalsafrica-who-pharmaceutical-technicians-and-assistants
Africa — WHO GHO: Pharmaceutical Technicians and Assistants (number) | Africa (World Health Organization)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-who-pharmaceutical-technicians-and-assistants.vidore_v3_pharmaceuticals_english_numerical_Chartvidore_v3_pharmaceuticals_english_compare-contrast_Chartvidore_v3_pharmaceuticals_english_extractive_Chartvidore_v3_pharmaceuticals_english_extractive_Infographicvidore_v3_pharmaceuticals_english_enumerativevidore_v3_pharmaceuticals_english_boolean_Chartvidore_v3_pharmaceuticals_english_open-ended_Tablepharmaceutical-classificationvidore_v3_pharmaceuticals_english_instructionvidore_v3_pharmaceuticals_english_keywordvidore_v3_pharmaceuticals_english_booleanvidore_v3_pharmaceuticals_english_compare-contrastvidore_v3_pharmaceuticals_english_extractivevidore_v3_pharmaceuticals_english_open-endedvidore_v3_pharmaceuticals_english_Tablevidore_v3_pharmaceuticals_english_Textvidore_v3_pharmaceuticals_english_multi-hop_Chartvidore_v3_pharmaceuticals_english_open-ended_Chart