Nexdata | Foundation Model Data Collection and Data Annotation | Large Language Model(LLM) Data | SFT Data| Red Teaming Services product image in hero

Nexdata | Foundation Model Data Collection and Data Annotation | Large Language Model(LLM) Data | SFT Data| Red Teaming Services

Nexdata
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Volume
50
TB of text data
Data Quality
98%
accuracy
Avail. Formats
.bin, .json, and .xml
File
Coverage
121
Countries
History
5
years

Data Dictionary

[Sample] Nexdata-Foundation Model Data Solutions.csv
Attribute Type Example Mapping
Dataset Name
String Large Language Model content safety considerations text data
Type
String Pre-training Text
Samples
String https://www.nexdata.ai/dataset/1349?source=Datarade

Description

For the high-quality training data required in unsupervised learning and supervised learning, Nexdata provides flexible and customized Large Language Model(LLM) Data Data annotation services for tasks such as supervised fine-tuning (SFT) , and reinforcement learning from human feedback (RLHF).
1. Overview - Unsupervised Learning: For the training data required in unsupervised learning, Nexdata delivers data collection and cleaning services for both single-modal and cross-modal data. We provide Large Language Model(LLM) Data cleaning and personnel support services based on the specific data types and characteristics of the client's domain. -SFT: Nexdata assists clients in generating high-quality supervised fine-tuning data for model optimization through prompts and outputs annotation. -Red teaming: Nexdata helps clients train and validate models through drafting various adversarial attacks, such as exploratory or potentially harmful questions. Our red team capabilities help clients identify problems in their models related to hallucinations, harmful content, false information, discrimination, language bias and etc. -RLHF: Nexdata assist clients in manually ranking multiple outputs generated by the SFT-trained model according to the rules provided by the client, or provide multi-factor scoring. By training annotators to align with values and utilizing a multi-person fitting approach, the quality of feedback can be improved. 2. Our Capacity -Global Resources: Global resources covering hundreds of languages worldwide -Compliance: All the Large Language Model(LLM) Data is collected with proper authorization -Quality: Multiple rounds of quality inspections ensures high quality data output -Secure Implementation: NDA is signed to gurantee secure implementation and data is destroyed upon delivery. -Efficency: Our platform supports human-machine interaction and semi-automatic labeling, increasing labeling efficiency by more than 30% per annotator. It has successfully been applied to nearly 5,000 projects. 3.About Nexdata Nexdata is equipped with professional data collection devices, tools and environments, as well as experienced project managers in data collection and quality control, so that we can meet the Large Language Model(LLM) Data collection requirements in various scenarios and types. We have global data processing centers and more than 20,000 professional annotators, supporting on-demand Large Language Model(LLM) Data annotation services, such as speech, image, video, point cloud and Natural Language Processing (NLP) Data, etc. Please visit us at https://www.nexdata.ai/?source=Datarade

Country Coverage

Africa (7)
Algeria
Egypt
Kenya
Libya
Morocco
South Africa
Tunisia
Asia (47)
Afghanistan
Armenia
Azerbaijan
Bahrain
Bangladesh
Cambodia
China
Cyprus
Georgia
Hong Kong
India
Indonesia
Iran (Islamic Republic of)
Iraq
Israel
Japan
Jordan
Kazakhstan
Korea (Republic of)
Kuwait
Kyrgyzstan
Lao People's Democratic Republic
Lebanon
Macao
Malaysia
Maldives
Mongolia
Myanmar
Nepal
Oman
Pakistan
Palestine, State of
Philippines
Qatar
Saudi Arabia
Singapore
Sri Lanka
Syrian Arab Republic
Taiwan
Tajikistan
Thailand
Turkey
Turkmenistan
United Arab Emirates
Uzbekistan
Vietnam
Yemen
Europe (39)
Albania
Austria
Belarus
Belgium
Bosnia and Herzegovina
Bulgaria
Croatia
Czech Republic
Denmark
Estonia
Finland
France
Germany
Greece
Hungary
Iceland
Ireland
Italy
Latvia
Lithuania
Luxembourg
Macedonia (the former Yugoslav Republic of)
Malta
Moldova (Republic of)
Montenegro
Netherlands
Norway
Poland
Portugal
Romania
Russian Federation
Serbia
Slovakia
Slovenia
Spain
Sweden
Switzerland
Ukraine
United Kingdom
North America (6)
Canada
Costa Rica
El Salvador
Mexico
Panama
United States of America
Oceania (2)
Australia
New Zealand
South America (20)
Argentina
Bahamas
Barbados
Bolivia (Plurinational State of)
Brazil
Chile
Colombia
Cuba
Dominica
Dominican Republic
Ecuador
Grenada
Jamaica
Paraguay
Peru
Puerto Rico
Suriname
Trinidad and Tobago
Uruguay
Venezuela (Bolivarian Republic of)

History

5 years of historical data

Volume

50 TB of text data

Pricing

Free sample available
License Starts at
One-off purchase
$5,000 / purchase
Monthly License Not available
Yearly License Not available
Usage-based Not available

Suitable Company Sizes

Small Business
Medium-sized Business
Enterprise

Quality

Self-reported by the provider
98%
accuracy

Delivery

Methods
S3 Bucket
SFTP
Email
UI Export
REST API
SOAP API
Streaming API
Feed API
Frequency
secondly
minutely
hourly
daily
weekly
monthly
quarterly
yearly
real-time
on-demand
Format
.bin
.json
.xml
.csv
.xls
.sql
.txt

Use Cases

Artificial Intelligence (AI)
Machine Learning (ML)
Data Cleansing
Data Labeling

Categories

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Frequently asked questions

What is Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services?

For the high-quality training data required in unsupervised learning and supervised learning, Nexdata provides flexible and customized Large Language Model(LLM) Data Data annotation services for tasks such as supervised fine-tuning (SFT) , and reinforcement learning from human feedback (RLHF).

What is Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services used for?

This product has 4 key use cases. Nexdata recommends using the data for Artificial Intelligence (AI), Machine Learning (ML), Data Cleansing, and Data Labeling. Global businesses and organizations buy Natural Language Processing (NLP) Data from Nexdata to fuel their analytics and enrichment.

Who can use Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services?

This product is best suited if you’re a Medium-sized Business or Enterprise looking for Natural Language Processing (NLP) Data. Get in touch with Nexdata to see what their data can do for your business and find out which integrations they provide.

How far back does the data in Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services go?

This product has 5 years of historical coverage. It can be delivered on a secondly, minutely, hourly, daily, weekly, monthly, quarterly, yearly, real-time, and on-demand basis.

Which countries does Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services cover?

This product includes data covering 121 countries like USA, China, Japan, Germany, and India. Nexdata is headquartered in United States of America.

How much does Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services cost?

Pricing for Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services starts at USD5,000 per purchase. Connect with Nexdata to get a quote and arrange custom pricing models based on your data requirements.

How can I get Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services?

Businesses can buy Natural Language Processing (NLP) Data from Nexdata and get the data via S3 Bucket, SFTP, Email, UI Export, REST API, SOAP API, Streaming API, and Feed API. Depending on your data requirements and subscription budget, Nexdata can deliver this product in .bin, .json, .xml, .csv, .xls, .sql, and .txt format.

What is the data quality of Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services?

Nexdata has reported that this product has the following quality and accuracy assurances: 98% accuracy. You can compare and assess the data quality of Nexdata using Datarade’s data marketplace.

What are similar products to Nexdata Foundation Model Data Collection and Data Annotation Large Language Model(LLM) Data SFT Data Red Teaming Services?

This product has 3 related products. These alternatives include Nexdata Large Language Model Data SFT Data Pre-training Data LLM Data Text AI & ML Training Data Natural Language Processing (NLP) Data, FileMarket 20,000 photos AI Training Data Large Language Model (LLM) Data Machine Learning (ML) Data Deep Learning (DL) Data , and Large Language Model (LLM) Data 800,000 SFX Professional Sound Effects Human Metadata. You can compare the best Natural Language Processing (NLP) Data providers and products via Datarade’s data marketplace and get the right data for your use case.

Starts at
$5,000 / purchase
License Starts at
One-off purchase
$5,000 / purchase
Monthly License Not available
Yearly License Not available
Usage-based Not available

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