Fully Licensed Premium

Datasets for Training
LLMs and AI Applications

Fully licensed, high-quality, machine readable content collections, corpora,
databases and datasets - ideal for training Large Language Models (LLMs);
AI applications; and other machine learning (ML) algorithms.

Our story

Global Content Aggregator

Delivers licensed content from hundreds of thousands of
diverse, premium, multilingual publications and corpora from
around the world.

MACHINE LEARNING, TRAINING & TUNING

What can you do with our
content and data?

Teaching, training and fine tuning large language models (LLMs) and machines to perform complex tasks demands huge amounts of premium, structured and machine readable data. Often, sentences (or strings of words) need to be ‘factual’ and syntactically well structured for this to properly work.

Benzinga is a one-stop-shop for the rights and content you need for your LLM and machine learning projects; or powering AI applications such as Generative Pre-trained Transformers (GPT). Bezinga enables AI technologies with authorized use of content and eliminates the risk of copyright infringement.

Benzinga Offering/Highlights

Global content licensing/aggregation business
with 20+ years experience

Global content licensing/aggregation business
with 20+ years experience
Trillions of relevant words (billions of ‘tokens’)
Full-text articles and metadata in a machine-readable format
Deep archives (from 1700s) + current/future content
Hundreds of thousands of licensed publications

Publisher strategies covering B2C, B2B, B2G, academic, educational, teens, kids etc.
Technical and non-technical content
Huge breadth of vocabulary within the corpora offering
Diverse offering of publication types
Global coverage

Publication types offered by Benzinga

Datasets for Training
LLMs and AI Applications

Academic Journals

Academic Textbooks

Analyst Ratings

Annual Reports

Blogs

Books

Ceased Serials

Conference Proceeding

Digital News

Magazines (B2B & B2C)

Message Boards

Newspapers

Metadata & Data
Enrichment

Benzinga understands that specialist metadata and
data ‘enrichment’ can yield significant value for your
second stage LLM fine-tuning.

Datasets for Training LLMs and AI Applications

Academic Journals

Academic Textbooks

Analyst Ratings

Annual Reports

Blogs

Books

Ceased Serials

Conference Proceeding

Digital News

Magazines (B2B & B2C)

Message Boards

Newspapers

Metadata & Data Enrichment

Benzinga understands that specialist metadata and data ‘enrichment’ can yield significant value for your second stage LLM fine-tuning.

Datasets for Training
LLMs and AI Applications

Metadata & Data
Enrichment

Benzinga understands that specialist metadata and
data ‘enrichment’ can yield significant value for your
second stage LLM fine-tuning.