Cognitive Maps in Large Language Models - Multiscale Predictive Representations

Cognitive Maps in Large Language Models - Multiscale Predictive Representations

Santa Fe Institute via YouTube Direct link

Multiscale Predictive Cognitive Maps In Hippocampal & Prefrontal hierarchies

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2 of 10

Multiscale Predictive Cognitive Maps In Hippocampal & Prefrontal hierarchies

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Cognitive Maps in Large Language Models - Multiscale Predictive Representations

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  1. 1 Intro
  2. 2 Multiscale Predictive Cognitive Maps In Hippocampal & Prefrontal hierarchies
  3. 3 Cognitive Maps Learned representations of relational structures For goal-directed multistep planning & inference
  4. 4 Conditions
  5. 5 GPT-4 32K vs. GPT-3.5 Turbo Temperature 0, .5, 1
  6. 6 GPT-4 32K is comfortable with deeper trees
  7. 7 GPT-4 fails shortest path in graphs with dense community structure & sometimes hallucinates edges
  8. 8 Can chain of thought prompts (COT) Improve LLMs' cog map performance?
  9. 9 In Cog & neuro-sciences Errors & response latencies are windows into minds & brains & AI/LLMs?
  10. 10 LLMs are not comparable to one person Specific latent states in response to prompt may appear so But they don't qualify for mental life

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