Latest Paper Analyses
Eksplorasi makalah akademik, arsitektur sistem, dan implementasi kode.
Breaking the Memory Wall: A Deep Dive into ZeRO (Zero Redundancy Optimizer)
# Breaking the Memory Wall: A Deep Dive into ZeRO (Zero Redundancy Optimizer) In the era of Large Language Models (LLMs), we are facing a brutal real...
Efficient Model Tuning: A Deep Dive into Low-Rank Adaptation (LoRA)
# Efficient Model Tuning: A Deep Dive into Low-Rank Adaptation (LoRA) In the era of Large Language Models (LLMs), the "compute wall" is a real bottle...
Democratizing LLM Finetuning: A Deep Dive into QLoRA
# Democratizing LLM Finetuning: A Deep Dive into QLoRA Fine-tuning a Large Language Model (LLM) with billions of parameters typically requires an ind...
Data-Driven Scaling: Deconstructing the Phi-3 Family Architecture
# Data-Driven Scaling: Deconstructing the Phi-3 Family Architecture In the current LLM arms race, the prevailing narrative has been "bigger is better...
Unlocking LLM Reasoning: A Deep Dive into Chain-of-Thought (CoT) Prompting
# Unlocking LLM Reasoning: A Deep Dive into Chain-of-Thought (CoT) Prompting In the early days of Large Language Models (LLMs), we treated them like...
Solving the Memory Bottleneck: A Deep Dive into Grouped-Query Attention (GQA)
# Solving the Memory Bottleneck: A Deep Dive into Grouped-Query Attention (GQA) In the race to build larger and more capable Large Language Models (L...