【第163期】Encoder-Decoder架构的SLM

Seventy3 · Mar 12, 2025 · 16m

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今天的主题是：

Return of the Encoder: Maximizing Parameter Efficiency for SLMs

Summary

This paper challenges the current trend of using decoder-only architectures for language models, particularly for smaller language models (SLMs). It argues that encoder-decoder architectures offer superior efficiency and performance in resource-constrained environments, especially regarding latency and throughput on edge devices. The researchers introduce a knowledge distillation framework that allows encoder-decoder models to learn from larger decoder-only models while…