Oracle 1Z0-1127-24 Exam (page: 1)
Oracle Cloud Infrastructure 2024 Generative AI Professional
Updated on: 11-Nov-2025

Viewing Page 1 of 9

In LangChain, which retriever search type is used to balance between relevancy and diversity?

  1. top k
  2. mmr
  3. similarity_score_threshold
  4. similarity

Answer(s): D



What does a dedicated RDMA cluster network do during model fine-tuning and inference?

  1. It leads to higher latency in model inference.
  2. It enables the deployment of multiple fine-tuned models.
  3. It limits the number of fine-tuned model deployable on the same GPU cluster.
  4. It increases G PU memory requirements for model deployment.

Answer(s): B



Which role docs a "model end point" serve in the inference workflow of the OCI Generative AI service?

  1. Hosts the training data for fine-tuning custom model
  2. Evaluates the performance metrics of the custom model
  3. Serves as a designated point for user requests and model responses
  4. Updates the weights of the base model during the fine-tuning process

Answer(s): A



Which is a distinguishing feature of "Parameter-Efficient Fine-tuning (PEFT)" as opposed to classic Tine- tuning" in Large Language Model training?

  1. PEFT involves only a few or new parameters and uses labeled, task-specific data.
  2. PEFT modifies all parameters and uses unlabeled, task-agnostic data.
  3. PEFT does not modify any parameters but uses soft prompting with unlabeled data. PEFT modifies
  4. PEFT parameters and b typically used when no training data exists.

Answer(s): A



How does the Retrieval-Augmented Generation (RAG) Token technique differ from RAG Sequence when generating a model's response?

  1. Unlike RAG Sequence, RAG Token generates the entire response at once without considering individual parts.
  2. RAG Token does not use document retrieval but generates responses based on pre-existing knowledge only.
  3. RAG Token retrieves documents oar/at the beginning of the response generation and uses those for the entire content
  4. RAG Token retrieves relevant documents for each part of the response and constructs the answer incrementally.

Answer(s): C



Viewing Page 1 of 9



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