You want to find the word that fits the analogy: Paris is to France as Tokyo is to ? Using pre-trained word vectors, which approach is best to find the answer?
hard📝 Application Q15 of 15
NLP - Word Embeddings
You want to find the word that fits the analogy: Paris is to France as Tokyo is to ? Using pre-trained word vectors, which approach is best to find the answer?
ACalculate vector: France - Tokyo + Paris, then find closest word vector
BCalculate vector: Tokyo - Paris + France, then find closest word vector
CCalculate vector: Paris + France - Tokyo, then find closest word vector
DCalculate vector: Tokyo + Paris - France, then find closest word vector
Step-by-Step Solution
Solution:
Step 1: Understand analogy vector arithmetic
Analogies use the formula: word2 - word1 + word3 to find the missing word. Here, Paris is word1, France is word2, Tokyo is word3.
Step 2: Apply formula to this analogy
Calculate Tokyo - Paris + France to get the vector representing the answer.
Final Answer:
Calculate vector: Tokyo - Paris + France, then find closest word vector -> Option B
