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The other thing to keep in mind is that Transformers may well be end up being supplanted by more efficient alternatives with different hardware requirements. F
by cs702 3y ago
The other thing to keep in mind is that Transformers may well be end up being supplanted by more efficient alternatives with different hardware requirements.
For instance, right now there's a new crop of "linear RNNs" (RWKV, Mamba, retnet, etc.) claiming to be as good as Transformers for language modeling but with two advantages: their compute cost is O(n) instead of O(n²), and they don't need to keep past context in memory.
I don't know if these linear RNNs will actually supplant Transformers, but I do think hardware requirements are likely to change over time.