Abstract: We present an on-chip implementation of a compressed Transformer-based language model on a Xilinx Artix-7 FPGA. Our contributions include: (1) combining ultra-low-precision quantization (4 ...

Google has launched SQL-native managed inference for 180,000+ Hugging Face models in BigQuery. The preview release collapses the ML lifecycle into a unified SQL interface, eliminating the need for ...

Abstract: Large Language Models (LLMs) have garnered considerable attention owing to their remarkable capabilities, leading to an increasing number of companies offering LLMs as services. Different ...

While data-driven methods for spoken language understanding (SLU) provide state of the art performances and reduce maintenance and model adaptation costs compared to handcrafted parsers, the ...