Learning made fun: Teachers use LLMs to create educational games

Chennai: For teachers, AI large language models (LLMs) must not be a mere information platforms that perform administrative tasks, but to change classroom pedagogy and help students learn more ...
IEEE

A Novel Ferroelectric Charge-Steering Memcapacitor Array based Δ-CIM with Enhanced Parallelism and Self-Adaptive Sparsity for Edge LLMs

Abstract: In this work, a novel ferroelectric (FE) charge-steering memcapacitor (FS-Cap) device-based delta-computing-in-memory (Δ-CIM) is proposed, experimentally demonstrating co-designed spatial ...
IEEE

First Experimental Demonstration of Disturb-Free 3D Vertical 1T-nC-1T Ferroelectric-based KV Cache with Co-Optimization of Hybrid Analog-Digital CIM and Token-Wise Dynamic ...

Abstract: For the first time, a ferroelectric (FE)-based key-value (KV) cache for large language models (LLMs) is proposed and experimentally demonstrated. Through device-architecture-algorithm ...