NLP - Text Generation
In a machine translation task, you want to balance output quality and decoding speed. You have a beam search decoder with beam width 5. What happens if you increase the beam width to 20?
In a machine translation task, you want to balance output quality and decoding speed. You have a beam search decoder with beam width 5. What happens if you increase the beam width to 20?
hard📝 Application Q15 of 15
Step-by-Step Solution
Solution:
Step 1: Understand beam width effect on quality
Larger beam width explores more sequences, often improving output quality.Step 2: Understand beam width effect on speed
More sequences to track means more computation, slowing decoding speed.Final Answer:
Output quality may improve but decoding will be slower -> Option AQuick Check:
Higher beam width = better quality, slower speed [OK]
Quick Trick: Bigger beam = better results but slower decoding [OK]
Common Mistakes:
MISTAKES- Assuming bigger beam always speeds decoding
- Thinking quality decreases with bigger beam
- Believing beam width doesn't affect speed
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