NCA-GENL Question 192
Select 4As a junior team member working on integrating a pre-trained language model into an application, you are tasked with writing a script to preprocess text data. The requirements include tokenization, lowercasing, and removal of stop words. Which of the following steps should you take to complete this task under the supervision of a senior team member?
- A
Research and select a tokenization library that supports the pre-trained model being used.
- B
Write a detailed implementation plan and submit it for review to the senior team member before coding.
- C
Directly write and deploy the preprocessing script without consulting the senior team member.
- D
Test the script on a small dataset and document any issues encountered.
- E
Verify the stop word list with the senior team member to ensure it aligns with the project requirements.
Show answer and explanation
Correct answers: A, B, D, E
Explanation
As a junior team member, you should follow a structured and supervised approach to ensure quality and alignment with project requirements. This includes researching compatible tools, planning and reviewing your implementation, testing your scripts, and consulting with your senior team member on critical decisions like stop word selection.
- A. Correct.
Researching and selecting the appropriate tokenization library ensures compatibility with the pre-trained model and is a key first step in preprocessing.
- B. Correct.
Writing a detailed implementation plan and getting it reviewed ensures alignment with project goals and provides an opportunity for feedback from the senior team member.
- C. Incorrect.
Directly writing and deploying the script without consulting the senior team member bypasses the supervision process and increases the risk of errors, making this an incorrect approach.
- D. Correct.
Testing the script on a small dataset and documenting issues is an essential step to validate the script's functionality and ensure quality.
- E. Correct.
Verifying the stop word list with the senior team member ensures that the preprocessing aligns with the specific requirements of the project.