1Z0-1127-25 Fundamentals of Large Language Models Practice Question
Network Topology
Refer to the exhibit. A developer runs the OCI CLI command and receives the output. However, the text "Hello, how are you?" is actually a mix of English and French words. Why does the model assign only 0.03 to French?
⚠ Common exam trap
Oracle often tests the misconception that normalized probabilities force a single language to dominate, but the trap here is that candidates may think the low French score is an artifact of normalization rather than a reflection of the actual token distribution in the text.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
The text is overwhelmingly English, so the model assigns a low probability to French.
The model's output shows a probability distribution over languages, and the text is predominantly English with only a few French words. The model assigns a low probability (0.03) to French because the overwhelming majority of tokens are English, making the text far more likely to be classified as English. This reflects how language identification models evaluate the overall composition of the input.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
The text is overwhelmingly English, so the model assigns a low probability to French.
Why this is correct
The phrase is mostly English, so the model is confident it is English.
- ✗
The model is limited to identifying a single language per query.
Why it's wrong here
The output shows multiple languages, so it can output multiple.
- ✗
The model cannot detect multiple languages in a single text.
Why it's wrong here
The model outputs multiple languages with scores, so it can detect multiple.
- ✗
The model's scores are normalized to sum to 1, so a high English score forces low others.
Why it's wrong here
Normalization is true, but the model could still assign higher if French were more prominent.
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