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Lucas S
xTimeCrystal
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Poll: Will 2026 be the year of subquadratic attention? The transformer architecture is cursed by its computational complexity. It is why you run out of tokens and have to compact. But some would argue that this is a feature not a bug and that this is also why these models are so good. We've been doing a lot of research on trying to make equally good models that are computationally cheaper, But so far, none of the approaches have stood the test of time. Or so it seems. Please vote, don't be shy. Remember that the Dunning-Kruger effect is very real, so the person who knows less about transformers than you is going to vote. We want everyone's opinion, no matter confidence. ๐ if you think at least one frontier model* will have no O(n^2) attention by the end of 2026 ๐ฅ If you disagree * Frontier models - models that match / outperform the flagship claude, gemini or chatgpt at the time on multiple popular benchmarks
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xTimeCrystal/MiniModel-200M-Base
Text Generation
โข
Updated
Sep 24, 2025
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5
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28
xTimeCrystal/TinyKV-1-Hybrid-26M-Base
Updated
Aug 16, 2025
xTimeCrystal/RWKV-7-25M-Base
Text Generation
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Updated
Aug 8, 2025
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xTimeCrystal/LessWrong-2025-09-24
Updated
Sep 24, 2025
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106
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2
xTimeCrystal/TinyCorpus-v2
Viewer
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Updated
Sep 24, 2025
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12.9M
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70
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4
xTimeCrystal/TinyCorpus
Viewer
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Updated
Jun 5, 2025
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42.8M
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81
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3