NCA-GENL Question 189
Select 3You are tasked with writing a Python script to preprocess text data for training a Large Language Model (LLM). A senior team member has provided you with specific requirements, including tokenizing the text, removing stop words, and saving the processed data to a file. Which steps should you take to fulfill this task under the supervision of the senior team member?
- A
Write a function to tokenize the text using a library like NLTK or spaCy.
- B
Directly train the LLM model without consulting the senior team member.
- C
Implement a mechanism to remove stop words using a predefined list or library.
- D
Save the processed data to a file in the format specified by the senior team member.
- E
Make major algorithmic decisions about tokenization and data handling without consulting the senior team member.
Show answer and explanation
Correct answers: A, C, D
Explanation
Under the supervision of a senior team member, your role is to implement the specific preprocessing steps provided, such as tokenization, stop word removal, and data saving. Avoid tasks outside your scope or making decisions that require consultation with the senior team member.
- A. Correct.
Correct. Writing a function to tokenize the text is a required step for preprocessing and aligns with the task requirements.
- B. Incorrect.
Incorrect. Training the LLM is outside the scope of preprocessing and should only be done after the data is prepared and approved.
- C. Correct.
Correct. Removing stop words is explicitly mentioned as part of the task and is a standard preprocessing step.
- D. Correct.
Correct. Saving the processed data in the required format is crucial to ensure compatibility with subsequent tasks like model training.
- E. Incorrect.
Incorrect. Making major algorithmic decisions independently is outside the scope of your role and supervision by the senior team member is required.