Bole derives an exact parallel closed-form for tree-structured verification of gated delta linear attention, plus a GPU kernel and serving-runtime integration that improve hybrid-LLM decode throughput.
Get to the point: Summarization with pointer-generator networks,
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Bole: Efficient Tree Speculation for Hybrid-Attention Language Models
Bole derives an exact parallel closed-form for tree-structured verification of gated delta linear attention, plus a GPU kernel and serving-runtime integration that improve hybrid-LLM decode throughput.