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Few-shot learning isn't the right model for prompting
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Classroom Contents
Learn to Spell - Prompt Engineering
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- 1 Intro
- 2 Language models are statistical models of text
- 3 But "statistical model" gives bad intuition
- 4 Prompts are magic spells
- 5 Prompts are portals to alternate universes
- 6 A prompt can make a wish come true
- 7 A prompt can create a golem
- 8 Limitations of LLMs as simulators
- 9 Prompting techniques are mostly tricks
- 10 Few-shot learning isn't the right model for prompting
- 11 Character-level operations are hard
- 12 The prompting playbook: reasoning, reflection, & ensembling
