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Sampling for Text Generation
Jan. 16, 2024, midnight |
Chip Huyen huyenchip.com
ML models are probabilistic. Imagine that you want to know what’s the best cuisine in the world. If you ask someone this question twice, a minute apart, their answers both times should be the same. If you ask a model the same question twice, its answer can change. If the model thinks that Vietnamese cuisine has a 70% chance of being the best cuisine and Italian cuisine has a 30% chance, it’ll answer “Vietnamese” 70% of the time, and “Italian” …
change cuisine imagine ml models question sampling text text generation world
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