AI-900 Question 211
Select 2A company wants to implement an AI-powered chatbot that can understand and generate human-like responses in natural language. Which features of language modeling are essential for this application?
- A
Ability to predict the next word in a sequence based on context
- B
Ability to classify images using convolutional neural networks
- C
Understanding and generating contextually relevant responses
- D
Translating text between different languages
- E
Summarizing large amounts of text into concise information
Show answer and explanation
Correct answers: A, C
Explanation
For an AI-powered chatbot, the essential features of language modeling include the ability to predict the next word in a sequence and to generate contextually relevant responses. These features enable the chatbot to understand user input and produce coherent, human-like replies. Other tasks like image classification, translation, and summarization are unrelated or less relevant to this specific application.
- A. Correct.
Correct: Predicting the next word in a sequence is a fundamental feature of language modeling and is crucial for generating coherent responses in a chatbot.
- B. Incorrect.
Incorrect: Image classification is not related to language modeling. It falls under the domain of computer vision.
- C. Correct.
Correct: Generating contextually relevant responses is a key feature of language modeling and directly supports the chatbot's ability to have meaningful conversations.
- D. Incorrect.
Incorrect: Text translation is a specific application of natural language processing but is not a core feature of language modeling for this scenario.
- E. Incorrect.
Incorrect: Text summarization is a natural language processing task but is not directly relevant to the chatbot's ability to process and generate conversational text.