A Generative Al Engineer is building an LLM-based application that has an important transcription (speech-to-text) task. Speed is essential for the success of the application
Which open Generative Al models should be used?

1. A. L!ama-2-70b-chat-hf
2. B. MPT-30B-lnstruct
3. C. DBRX
4. D. whisper-large-v3 (1.6B)

Correct Answer: D

Which indicator should be considered to evaluate the safety of the LLM outputs when qualitatively assessing LLM responses for a translation use case?

1. A. The ability to generate responses in code
2. B. The similarity to the previous language
3. C. The latency of the response and the length of text generated
4. D. The accuracy and relevance of the responses

Correct Answer: D

A Generative Al Engineer is using an LLM to classify species of edible mushrooms based on text descriptions of certain features. The model is returning accurate responses in testing and the Generative Al Engineer is confident they have the correct list of possible labels, but the output frequently contains additional reasoning in the answer when the Generative Al Engineer only wants to return the label with no additional text.
Which action should they take to elicit the desired behavior from this LLM?

1. A. Use few snot prompting to instruct the model on expected output format
2. B. Use zero shot prompting to instruct the model on expected output format
3. C. Use zero shot chain-of-thought prompting to prevent a verbose output format
4. D. Use a system prompt to instruct the model to be succinct in its answer

Correct Answer: D

A Generative AI Engineer is developing a chatbot designed to assist users with insurance- related queries. The chatbot is built on a large language model (LLM) and is conversational. However, to maintain the chatbot??s focus and to comply with company policy, it must not provide responses to questions about politics. Instead, when presented with political inquiries, the chatbot should respond with a standard message:
??Sorry, I cannot answer that. I am a chatbot that can only answer questions around insurance.??
Which framework type should be implemented to solve this?

1. A. Safety Guardrail
2. B. Security Guardrail
3. C. Contextual Guardrail
4. D. Compliance Guardrail

Correct Answer: A

A Generative Al Engineer is deciding between using LSH (Locality Sensitive Hashing) and HNSW (Hierarchical Navigable Small World) for indexing their vector database Their top priority is semantic accuracy
Which approach should the Generative Al Engineer use to evaluate these two techniques?

1. A. Compare the cosine similarities of the embeddings of returned results against those of a representative sample of test inputs
2. B. Compare the Bilingual Evaluation Understudy (BLEU) scores of returned results for a representative sample of test inputs
3. C. Compare the Recall-Onented-Understudy for Gistmg Evaluation (ROUGE) scores of returned results for a representative sample of test inputs
4. D. Compare the Levenshtein distances of returned results against a representative sample of test inputs

Correct Answer: A