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Zyphra AI introduces Zyphra Hierarchical Attention, a sparse attention method adding 81,920 trainable parameters to Qwen3.6-35B-A3B. The system targets a gap in sparse attention by using a tree-structured indexer and tests up to 256K context length.
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