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Ting Liu

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#natural language process... Preprint Sep 2026

SymbolicLight V2: Hybrid Neuromorphic Architecture and Sparse Execution for Low-Energy Language Inference

The 194M-parameter model is implemented on an Alveo U50C FPGA using digital fixed-point arithmetic and on an ARM CPU using sparse integer execution to connect event sparsity to omitted computation and data movement in SymbolicLight V2.

Ting Liu · 0 citations