Related Products
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About
Bitext provides multilingual, hybrid synthetic training datasets specifically designed for intent detection and LLM fineβtuning. These datasets blend large-scale synthetic text generation with expert curation and linguistic annotation, covering lexical, syntactic, semantic, register, and stylistic variation, to enhance conversational modelsβ understanding, accuracy, and domain adaptation. For example, their open source customerβsupport dataset features ~27,000 questionβanswer pairs (β3.57 million tokens), 27 intents across 10 categories, 30 entity types, and 12 languageβgeneration tags, all anonymized to comply with privacy, bias, and antiβhallucination standards. Bitext also offers vertical-specific datasets (e.g., travel, banking) and supports over 20 industries in multiple languages with more than 95% accuracy. Their hybrid approach ensures scalable, multilingual training data, privacy-compliant, bias-mitigated, and ready for seamless LLM improvement and deployment.
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About
The Appen platform combines human intelligence from over one million people all over the world with cutting-edge models to create the highest-quality training data for your ML projects. Upload your data to our platform and we provide the annotations, judgments, and labels you need to create accurate ground truth for your models. High-quality data annotation is key for training any AI/ML model successfully. After all, this is how your model learns what judgments it should be making. Our platform combines human intelligence at scale with cutting-edge models to annotate all sorts of raw data, from text, to video, to images, to audio, to create the accurate ground truth needed for your models. Create and launch data annotation jobs easily through our plug and play graphical user interface, or programmatically through our API.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
NLP engineers and AI teams seeking a solution offering privacyβsafe datasets that combine synthetic scale with curated quality
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Audience
Organizations of all sizes interested in a human crowdsourced AI and machine learning platform
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
Free
Free Version
Free Trial
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Pricing
No information available.
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationBitext
Founded: 2008
United States
www.bitext.com/training-datasets/
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Company InformationAppen
Founded: 1996
Australia
appen.com
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Alternatives |
Alternatives |
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Categories |
Categories |
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Data Labeling Features
Human-in-the-loop
Labeling Automation
Labeling Quality
Performance Tracking
Polygon, Rectangle, Line, Point
SDK
Supports Audio Files
Task Management
Team Collaboration
Training Data Management
Speech Analytics Features
Automatic Transcription
Call Center Management
Call Recording
Customer Experience Management
Data Security
Natural Language Processing
Predictive Analytics
Self-Service Search
Sentiment Analysis
Surveys & Feedback
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Integrations
Amazon EC2
Amazon Redshift
Amazon S3
Google Cloud Platform
Hugging Face
IBM Cloud
Microsoft Azure
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Integrations
Amazon EC2
Amazon Redshift
Amazon S3
Google Cloud Platform
Hugging Face
IBM Cloud
Microsoft Azure
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