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Attention Spotlight

A pronoun's meaning depends entirely on context. Guess which word the highlighted pronoun refers to โ€” exactly the job self-attention does inside every transformer, word by word.

๐Ÿš€ Advanced ~2 min Concept: Attention ยท Transformers
Sentence 1 of 6
Which word does the highlighted pronoun point to?
๐Ÿ“Œ The trick
Notice how changing just one word (big โ†’ small, feared โ†’ advocated) completely flips which word gets the most attention. That's context-dependence โ€” the whole reason self-attention beats fixed word embeddings.