Text

Text Classification

Categorize text into predefined classes or categories

745K runs

Note: This playground provides simulated output to showcase functionality. No input data is processed or stored on our servers. Use this demo to explore the feature extractor's capabilities before integrating it into your application.

Input

Text Input string

Enter the text you want to process

# model string

Classification model to use. Default: bert-base-uncased

# threshold number

Confidence threshold for classification. Default: 0.5

# include_subcategories boolean

Whether to include subcategory predictions. Default: true

Output

{
  "category": "technology",
  "confidence": 0.94,
  "subcategories": [
    {
      "name": "artificial intelligence",
      "confidence": 0.91,
      "features": [
        "neural networks",
        "machine learning"
      ]
    },
    {
      "name": "software",
      "confidence": 0.88,
      "features": [
        "programming",
        "development"
      ]
    }
  ],
  "all_categories": [
    {
      "name": "technology",
      "score": 0.94
    },
    {
      "name": "business",
      "score": 0.32
    }
  ],
  "model": "bert-base-uncased",
  "threshold": 0.5
}