AI Capabilities And Limitations
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{lesson} 04AI Capabilities And Limitations

Study Notes

wab

wab — yIlaD.

{study notes}
  • {Next Token Prediction} - generative AI 'oH autocomplete 'e' lo'laH. QaPla' jatlhbe'chugh, word-by-word jatlh. Fluency je hallucination 'oH result.
  • Capability zone - patterns model 'ar Qapla'! Summarize, reformat, common concepts - DaH successful 'oH.
  • Limitation zone - novel territory je sparse data 'oH problem. "True" vs. "sounds true" - distinguish Qapla'be'.
  • Specificity - names, dates, citations, statistics, URLs - DaH fabrication concentrated 'oH. Precise claim = verification needed!
  • Product features - citations, uncertainty signaling, constrained generation, generator-verifier pattern - limitations push out 'e' lo'laH.
  • Verification test - domain expertise 'oH required. Five checkable facts - three probes run. Sampling variation - observe!
  • {Knowledge} property - next lesson 'oH. Model 'ar know'laH? Knowledge source 'oH nuq? Gaps 'oH nuq?
{flashcards} 10 {cards}
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Anki (.tsv) ↓
{knowledge check} 6 {questions}