Text Datasets for AI Applications

Explore diverse, high-quality text datasets to train AI models for sentiment analysis, named entity recognition, and more

Introduction

Sapien provides curated text datasets to meet the needs of AI developers working on natural language processing (NLP), machine learning, and other text-based AI models. From labeled sentiment data to technical documents, our dataset for text classification solutions are structured, comprehensive, and tailored for various applications.

Name Entity Recognition

Power your NLP models with text categorization dataset resources specifically designed for named entity recognition (NER). Identify and classify entities such as names, locations, organizations, and dates with ease.

  • Diverse Entity Types: Includes personal names, locations, dates, and monetary values.
  • Multilingual Support: Datasets in multiple languages for global applications.
  • Applications: Chatbots, virtual assistants, and document analysis.

Sentiment Analysis

Train sentiment analysis models with a text classification dataset featuring labeled text for positive, neutral, and negative sentiment. Ideal for understanding customer feedback and market trends.

  • Source Variety: Includes product reviews, social media posts, and survey responses.
  • Detailed Annotations: Sentiment scoring, emotion tagging, and contextual metadata.
  • Applications: Social media monitoring, customer experience optimization, and brand analysis.

Medical Text Datasets

Develop AI solutions for healthcare with structured medical text datasets. From clinical notes to research papers, these datasets enable accurate and efficient text processing in the medical domain.

  • Domain-Specific Data: Includes clinical notes, discharge summaries, and drug information.
  • Annotations: Disease mentions, medical terminology, and treatment details.
  • Applications: Healthcare chatbots, medical coding, and AI-driven diagnostics.

Technical Text Datasets

Optimize your AI for technical applications with text datasets covering manuals, research papers, and industry-specific documents. Perfect for building specialized NLP tools.

  • Industry Focus: Datasets for technology, engineering, and science domains.
  • Annotations: Key term tagging, summary generation, and technical categorization.
  • Applications: Knowledge extraction, document summarization, and AI research.

Text Normalization

Refine your AI models using text normalization datasets - a key component when working with any dataset for text classification. These datasets help standardize unstructured text, making it cleaner and more consistent for accurate analysis and model training.

  • Rich Data Sources: Includes social media text, user-generated content, and informal communication.
  • Annotations: Standardized text, corrected typos, and grammar normalization.
  • Applications: NLP pre-processing, chatbot training, and data cleaning.

Case Studies

Accurate Data Labeling for Voice Security: Reality Defender's Success Story

Sapien delivered 99% accurate voice deepfake detection labels for Reality Defender at scale.
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Streamlining 3D Animation Data Labeling with Sapien

Uthana optimized its 3D animation labeling by partnering with Sapien to improve efficiency, accuracy
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Improving carVertical's Vehicle History Reporting with Sapien

carVertical and Sapien improved VIN tagging, image positioning, and vehicle history report accuracy.
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Tailoring Precision: The Social Media Content Analysis Project

Sapien provided a scalable solution ensuring high-quality labeled datasets, exemplifying adept handl
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Crafting Authenticity: Enhancing Originality.ai with Sapien’s Text Annotation Expertise

To achieve a plagiarism checking model's goals, Originality.ai enlisted Sapien's labelers.
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Precision in Wilderness: The Scandinavian Trail Cam Computer Vision Project

Sapien’s accurate annotations significantly advanced the computer vision model's training on wildlif
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Let's Talk

Have a specific dataset need or a question? Contact us today, and we’ll help you find the perfect solution.

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