Solution
The correct answer is 2) B, A, D, C.
Key Points
- The correct order of steps in the Natural Language Processing (NLP) pipeline is as follows:
- B. Morphological Analysis: This is the first step, where the text is broken down into individual words and their basic forms (morphemes) are analyzed.
- A. Syntax Analysis: In this step, the grammatical structure of the sentences is analyzed to understand the arrangement of words and phrases.
- D. Semantic Analysis: This step involves deriving the meaning of the sentence by analyzing the relationships between words and their meanings.
- C. Pragmatics: The final step focuses on understanding the context and intent behind the sentence, considering real-world knowledge.
Additional Information
- Natural Language Processing (NLP): NLP is a subfield of artificial intelligence that focuses on the interaction between humans and computers using natural language.
- Applications of NLP:
- Chatbots: Automated systems that can interact with users in natural language.
- Sentiment Analysis: Identifying the sentiment (positive, negative, neutral) in text data.
- Machine Translation: Translating text or speech from one language to another.
- Speech Recognition: Converting spoken language into text.
- Challenges in NLP:
- Understanding context and ambiguity in human language.
- Processing idiomatic expressions and slang.
- Handling languages with complex grammar and syntax.
- Recent Advances in NLP:
- Introduction of pre-trained language models like GPT and BERT.
- Improved accuracy in machine translation and text summarization.
- Development of domain-specific NLP applications.
