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You Exist In The Long Context

Nov 21, 2024 - thelongcontext.com
The article discusses the evolution of AI and language models, particularly the role of the 'context window' in creating interactive games based on narrative texts. The author, Steven Johnson, uses his book, "The Infernal Machine", as an example to illustrate how a large language model, Gemini Pro 1.5, can transform a linear narrative into an interactive adventure. He argues that the significant increase in the model's context window, or short-term memory, in recent years has enabled this transformation, allowing the model to maintain a coherent narrative and accurately recall information from a large corpus of material.

Johnson compares early language models to the case of Henry Molaison, a man with a severe short-term memory deficit, suggesting that these models were similarly trapped in a perpetual present, unable to assimilate new information or carry on a coherent conversation. However, with the expansion of the context window, these models have become more reliable and capable of complex tasks such as hosting factually-grounded role-playing games, answering intricate questions about a book's narrative techniques, and even generating a playable and faithful interactive adventure based on a book.

Key takeaways:

  • Language models like Gemini Pro 1.5 can transform linear narratives into interactive games, using a large context window to maintain a coherent narrative and respond to user inputs.
  • The expansion of the context window in AI models has significantly improved their ability to maintain continuity in conversations and accurately retrieve information from large bodies of text.
  • The author uses the example of his book, _The Infernal Machine_, to demonstrate how a language model can understand and interact with a complex narrative, even identifying literary techniques such as foreshadowing.
  • Despite the lack of consciousness or self-awareness in AI, the ability of these models to understand and respond to complex narratives suggests a level of understanding similar to human comprehension.
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