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Glossary
Natural Language Processing
Language Modeling

Language Modeling

[ˈlæŋɡwɪdʒ ˈmɒdəlɪŋ]
Natural Language Processing
Last updated: December 9, 2024

Definition

Statistical modeling of word sequences in natural language.

Detailed Explanation

Creates probability distributions over sequences of words using techniques like n-grams or neural networks. Modern approaches use transformer-based models to capture long-range dependencies and contextual relationships between words.

Use Cases

Predictive text, machine translation, speech recognition, text generation, autocorrect systems

Related Terms

Lemmatization

The process of converting words to their dictionary base form (lemma) while considering context and part of speech.

Natural Language Processing

Named Entity Recognition

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

Natural Language Processing

Emotion Recognition

Technology that identifies human emotions from speech patterns and vocal characteristics.

Natural Language Processing