1. Reduce and measure hallucinations
  2. Optimize context length and context construction
  3. Incorporate other data modalities
  4. Make LLMs faster and cheaper
  5. Design a new model architecture
  6. Develop GPU alternatives
  7. Make agents usable
  8. Improve learning from human preference
  9. Improve the efficiency of the chat interface
  10. Build LLMs for non-English languages

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