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Re:Starting from scratch: Training a 30M Topological Transfo... by stephantul on Sunday January 18, 2026 @12:00PM (#46669535)
There’s many examples of noisily encoding a large embedding vocabulary. This sounds a bit like T-free or H-net? Or BLT?

One of the main issues with lines of work around this are that you end up trading embedding parameters for active parameters. This is rarely a good trade-off for the sake of compute.

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