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20242026
most citedSquat: Quant Small Language Models on the Edge

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cs.AI2026

IronLLM: Forging Compact Edge-Native Language Models for Real-Time Embodied Intelligence

Changdi Yang, Fengquan Jiao, Haochih Lin +14

We present IronLLM-0.6B, a 654M-parameter language model designed for efficient on-device inference. IronLLM-0.6B combines a hybrid attention architecture with X-MTP, a lightweight…