Phase 4: Natural Language Processing (Questions 29-35)
Question 29: In speech synthesis, which process breaks text into individual words for phonetic assignment?
- A. Lemmatization
- B. Transcription
- C. Tokenization ✓
- D. Key phrase extraction
Rationale: Tokenization = breaking text into words. Transcription is speech-to-text. Lemmatization is word normalization.
Question 30: What confidence score does Azure Language detection return for an unknown language?
- A. 0
- B. 1
- C. -1
- D. NaN ✓
Rationale: Unknown language returns NaN (Not a Number) with language name "Unknown".
Question 31: Which TWO Azure AI Services enable text-to-text AND speech-to-text translation?
- A. Conversational Language Understanding
- B. Key phrase extraction
- C. Azure Speech in Foundry Tools ✓
- D. The Translator service ✓
- E. Language detection
Rationale: Translator does text-to-text. Speech service does speech-to-text. Combined they cover both.
Question 32: Which Azure AI Service for Language feature provides online links for extracted entities?
- A. Key phrase extraction
- B. Named entity recognition
- C. Entity linking ✓
- D. Text translation
Rationale: Entity linking connects entities to Wikipedia/knowledge base articles.
Question 33: Which Azure Speech feature identifies distinct user voices?
- A. Language identification
- B. Speech synthesis
- C. Speech recognition ✓
- D. Speech translation
Rationale: Speaker recognition (part of speech recognition capabilities) identifies individual voices.
Question 34: Which type of translation does Azure Translator in Foundry Tools support?
- A. Speech-to-speech
- B. Speech-to-text
- C. Text-to-speech
- D. Text-to-text ✓
Rationale: Azure Translator is text-to-text ONLY. Speech translation uses Azure Speech.
Question 35: Which THREE sources can generate questions and answers for a knowledge base?
- A. A webpage ✓
- B. An audio file
- C. An existing FAQ document ✓
- D. An image file
- E. Manually entered data ✓
Rationale: Valid sources: web pages, documents, manual entry. Audio and images cannot be directly imported.