TAAFT
Free mode
100% free
Freemium
Free Trial
Deals
Glossary
Natural Language Processing
Sequence Labeling

Sequence Labeling

[ˈsikwəns ˈleɪbəlɪŋ]
Natural Language Processing
Last updated: December 9, 2024

Definition

The task of assigning categorical labels to each element in a sequence of observations.

Detailed Explanation

Sequence labeling involves predicting a sequence of labels for a given input sequence. Common approaches use recurrent neural networks or conditional random fields. Applications include part-of-speech tagging, named entity recognition, and chunking.

Use Cases

Named entity recognition, part-of-speech tagging, gene sequence analysis

Related Terms

Named Entity Recognition

A technique that identifies and classifies named entities (people, organizations, locations, etc.) in text.

Natural Language Processing

Text Summarization

The automatic creation of concise and coherent summaries from longer texts.

Natural Language Processing

Transformer Models

Neural network architecture that uses self-attention mechanisms to process sequential data.

Natural Language Processing