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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Natthakran Phungkoed

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#small language model Open access Oct 2026

Edge-native Small Language Models for 6G Intent-driven Slicing: A Hardware-grounded Empirical Study

This study presents a deterministic, hardware-grounded empirical evaluation of open-weight Small Language Models (SLMs) on CPU-only edge infrastructure.Using greedy decoding for exact reproducibility, we benchmark four ∼8B-parameter families (Llama 3.1, Qwen 2.5, Gemma 2, GLM-4) under identical Q4_K_M quantisation, the...

Pratchaya Jaisudthi, Pachara Threerapat Sridee, Natthakran Phungkoed et al. · 0 citations

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