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natural-languagelisted

Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. Use when adding language identification, sentiment analysis, named entity recognition, part-of-speech tagging, text embeddings, or in-app translation to iOS/macOS/visionOS apps.
thiennc-tesoglobal/ios-skills · ★ 3 · AI & Automation · score 66
Install: claude install-skill thiennc-tesoglobal/ios-skills
# NaturalLanguage + Translation Analyze natural language text for tokenization, part-of-speech tagging, named entity recognition, sentiment analysis, language identification, and word/sentence embeddings. Translate text between languages with the Translation framework. > This skill covers two related frameworks: **NaturalLanguage** (`NLTokenizer`, `NLTagger`, `NLEmbedding`) for on-device text analysis, and **Translation** (`TranslationSession`, `LanguageAvailability`) for language translation. **Scope boundary:** Use this skill after you already have text. It owns tokenization, language identification, POS/NER tagging, sentiment, embeddings, custom `NLModel` classifiers/taggers, and in-app translation. Hand off OCR to `vision-framework`, speech-to-text to `speech-recognition`, UI strings and locale formatting to `ios-localization`, and generative summarization or Apple Intelligence workflows to `apple-on-device-ai`. ## Contents - [Setup](#setup) - [Tokenization](#tokenization) - [Language Identification](#language-identification) - [Part-of-Speech Tagging](#part-of-speech-tagging) - [Named Entity Recognition](#named-entity-recognition) - [Sentiment Analysis](#sentiment-analysis) - [Text Embeddings](#text-embeddings) - [Translation](#translation) - [Common Mistakes](#common-mistakes) - [Review Checklist](#review-checklist) - [References](#references) ## Setup Import `NaturalLanguage` for text analysis and `Translation` for language translation. No special entitlements o