Bonsai compiles queries to pruned tree traversals by deriving pruning conditions with extended symbolic interval analysis and fusing compound queries into single traversals.
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ScaleSearch optimizes block floating point scales via fine-grained search to cut quantization error by 27% for NVFP4, improving PTQ by up to 15 points on MATH500 for Qwen3-8B and attention PPL by 0.77 on Llama 3.1 70B.
citing papers explorer
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Bonsai: Compiling Queries to Pruned Tree Traversals
Bonsai compiles queries to pruned tree traversals by deriving pruning conditions with extended symbolic interval analysis and fusing compound queries into single traversals.
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Search Your Block Floating Point Scales!
ScaleSearch optimizes block floating point scales via fine-grained search to cut quantization error by 27% for NVFP4, improving PTQ by up to 15 points on MATH500 for Qwen3-8B and attention PPL by 0.77 on Llama 3.1 70B.