Alibaba LLM-ACA Certification Exam Sample Questions

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Alibaba LLM-ACA Sample Questions:

01. Which elements commonly improve a business prompt?
(Choose three)
a) Clear task objective
b) Relevant background context
c) Expected response format
d) Unrestricted creative assumptions
e) Success or evaluation criteria
 
02. Why should tool descriptions be clear in an agent system?
a) They eliminate the need for any monitoring or validation.
b) They physically increase the model’s GPU memory.
c) They prevent users from entering natural-language prompts.
d) They help the model choose the correct tool and supply valid inputs.
 
03. In an agent loop, what is the purpose of an observation?
a) It permanently deletes the user’s original prompt.
b) It provides the result of a tool action for the agent’s next decision.
c) It replaces all prompt instructions with random output.
d) It prevents the model from choosing tools.
 
04. What is the primary purpose of few-shot prompting?
a) To guide the model by showing example inputs and outputs.
b) To permanently update the model’s internal parameters.
c) To disable the model’s ability to generate explanations.
d) To replace retrieval from private knowledge sources.
 
05. A business user asks an LLM to extract invoice number, vendor name, and due date from emails. Which LLM scenario is being used?
a) Load balancing
b) Auto Scaling
c) Information extraction
d) Database sharding
 
06. Which Alibaba Cloud storage service is commonly suitable for storing source documents used by an LLM knowledge application?
a) OSS
b) SLB
c) RAM
d) CDN
 
07. A RAG answer cites a document section that does not actually support the claim. What problem does this indicate?
a) Successful model fine-tuning.
b) Poor answer faithfulness to retrieved evidence.
c) Correct multimodal chart analysis.
d) Proper load balancing behavior.
 
08. Why is human review important when using LLMs for high-impact business content?
a) LLMs always refuse business-related prompts.
b) LLMs cannot generate text longer than one sentence.
c) LLM output can be fluent but inaccurate, incomplete, or unsafe.
d) LLMs require manual GPU replacement after each response.
 
09. A company wants to deploy an LLM application for external customers. Which activity should occur before launch?
a) Avoid documenting limitations to increase user confidence.
b) Remove all monitoring to reduce operating cost.
c) Give the model unrestricted access to all internal systems.
d) Perform safety, privacy, compliance, and misuse-risk review.
 
10. What is the best reason to compare a fine-tuned model against a baseline model?
a) To prove that evaluation is unnecessary after deployment.
b) To verify whether fine-tuning actually improves the target task.
c) To remove all prompts from the application permanently.
d) To guarantee that the model can access private documents.

Answers:

Question: 01
Answer: a, b, c		 Question: 02
Answer: d		 Question: 03
Answer: b		 Question: 04
Answer: a		 Question: 05
Answer: c
Question: 06
Answer: a		 Question: 07
Answer: b		 Question: 08
Answer: c		 Question: 09
Answer: d		 Question: 10
Answer: b

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