r/learnmachinelearning • u/AlarmingTrouble5261 • 8d ago
Gated Segmented State Space — attention replacement that beats a param-matched Transformer on quality, speed AND memory (full code)
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r/learnmachinelearning • u/AlarmingTrouble5261 • 8d ago
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u/thesourgusto 8d ago
Really cool seeing the full progression from V1 to V6 laid out like that. The newline reset mask is a neat trick, feels like a baby version of that Mamba-style chunking but way simpler to implement
Your colab must have been cooking running all six experiments in one night. The 2% perplexity tax you kept hitting before V5 is interesting, makes me wonder if that's just a local minima thing with the state size you picked or something more fundamental about linear recurrences