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Here is what an LLM that knows nothing after 1930 thinks our world looks like in 2026

THE DECODER / 4/29/2026

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Key Points

  • A 13B-parameter language model called “Talkie” was trained only on texts written before 1931.
  • When asked to imagine 2026, the model produces a retro-futuristic view featuring steamships, railroads, and penny novels rather than modern technologies.
  • The model also expresses doubt that a second world war will occur, reflecting the historical limits of its training data.
  • The piece uses the experiment to illustrate how an LLM’s worldview can be shaped—and constrained—by the era contained in its training corpus.

"Talkie" is a 13B-parameter language model trained only on texts written before 1931. It doubts a second world war will happen and pictures 2026 as a world of steamships, railroads, and penny novels.

The article Here is what an LLM that knows nothing after 1930 thinks our world looks like in 2026 appeared first on The Decoder.

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