The Chinchilla research (2022) recommends training token volumes approximately 20 times greater than parameter counts. For this 340-million-parameter model, optimal training would require nearly 7 billion tokens—over double what the British Library collection provided. Modern benchmarks like the 600-million-parameter Qwen 3.5 series begin demonstrating engaging capabilities at 2 billion parameters, suggesting we'd need quadruple the training data to approach genuinely useful conversational performance.
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“People were feeling additional pressure to get more work done, and it looks like that was contributing to them putting in more hours,” she says.
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