Question 1

Compared to traditional LLM applications, how can LangChain models potentially improve the efficiency of text generation tasks?

Options :

A : By eliminating the need for human intervention in the writing process.

B : By reducing the computational resources required for model training.

C : By allowing for parallel processing of different parts of the generation pipeline.

D : By automatically generating new and creative writing prompts on the fly.

Answer: C

Question 2

Which of the following statements is true about OCI Generative AI service?

Options :

A : It provides pre-trained large language models (LLMs) only.

B : It allows fine-tuning pre-trained models with your own data.

C : It requires users to manage their own AI clusters for inference.

D : It is limited to text generation tasks only.

Answer: B

Question 3

What does the Loss metric indicate about a model's predictions?

Options :

A : Loss is a measure that indicates how wrong the model-s predictions are.

B : Loss measures the total number of predictions made by a model.

C : Loss describes the accuracy of the right predictions rather than the incorrect ones.

D : Loss indicates how good a prediction is, and it should increase as the model improves.

Answer: A

Question 4

After successfully fine-tuning a model in OCI Generative AI, which option allows you to integrate the model into production applications?

Options :

A : Downloading the fine-tuned model for local deployment.

B : Directly using the model within the OCI Generative AI playground.

C : Creating a dedicated endpoint for the fine-tuned model.

D : Uploading the model to a separate Oracle Cloud service.

Answer: C

Question 5

Given the following prompts used with a Large Language Model, classify each as employing the Chain-of- Thought, Least-to-most, or Step-Back prompting technique.1. Calculate the total number of wheels needed for 3 cars. Cars have 4 wheels each. Then, use the total number of wheels to determine how many sets of wheels we can buy with $200 if one set (4 wheels) costs $50.2. Solve a complex math problem by first identifying the formula needed, and then solve a simpler version of the problem before tackling the full question.3. To understand the impact of greenhouse gases on climate change, let’s start by defining what greenhouse gases are. Next, we’ll explore how they trap heat in the Earth’s atmosphere.

Options :

A : 1: Chain-of-Thought, 2: Step-Back, 3: Least-to-most

B : 1: Step-Back, 2: Chain-of-Thought, 3: Least-to-most

C : 1: Chain-of-Thought, 2: Least-to-most, 3: Step-Back

D : 1: Least-to-most, 2: Chain-of-Thought, 3: Step-Back

Answer: C

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