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Use case

Sentiment analysis

Identify the emotional tone and opinion expressed in GenAI model responses or simple text data for greater insights and holistic, context-aware responses

Sentiment analysis

Why Labelbox for sentiment analysis

Generate high-quality datasets
Generate high-quality datasets

Use advanced tooling, on-demand experts, AI, and real-time quality metrics to generate high-quality data for sentiment analysis.

Accelerate time to value
Accelerate time to value

Use AI-assisted labeling, advanced tooling, and customized workflows to create quality training data for sentiment analysis.

Access on-demand sentiment analysis expertise
Access on-demand sentiment analysis expertise

Embrace on-demand, highly-skilled labeling services and industry-specific insights that can scale with your business needs.

Collaborate in real-time
Collaborate in real-time

Enjoy direct access to internal and external labelers with real-time feedback on sentiment analysis tasks via the Labelbox platform.

Understanding sentiment analysis
Overview

Understanding sentiment analysis

Sentiment analysis provides insights into text data and allows models to learn how language correlates to situational context and emotional expression, serving as the foundation for GenAI tasks such as conversational AI, text generation, and more.

Challenges in sentiment analysis tasks
Challenges

Challenges in sentiment analysis tasks

Emotions are often nuanced and dynamic, and can change throughout an interaction. This ambiguity makes it difficult to build accurate, fair, and effective models without a properly labeled set of text data to support critical post-training operations.

Sentiment analysis tasks with Labelbox
Solution

Sentiment analysis tasks with Labelbox

Labelbox empowers AI teams to train models that think, plan, and act intelligently. Our platform's flexibility and powerful annotation tools allow you to create diverse, tailored datasets that teach AI to understand natural language and adapt to changing emotional expression and context.

Customer spotlight

Labelbox's intuitive tooling coupled with post-training labeling services offered a collaborative environment where Speak's internal team, along with external data annotators, could work together seamlessly. Learn more about how Speak uses Labelbox to improving the quality and efficiency of their data labeling.