Latest Paper Analyses

Fast Inference of LLaMA model in pure C/C++ (llama.cpp)

Beyond Binary: Mastering BitNet b1.58 and the Era of 1.58-bit LLMs

# Beyond Binary: Mastering BitNet b1.58 and the Era of 1.58-bit LLMs The quest for efficient Large Language Models (LLMs) has traditionally been a ba...

Deconstructing LLaMA: Scaling Data, Not Just Parameters

# Deconstructing LLaMA: Scaling Data, Not Just Parameters In the race for Large Language Model (LLM) supremacy, the industry often focuses on a singl...

Breaking the Memory Wall: Inside the Architecture of Mistral 7B

# Breaking the Memory Wall: Inside the Architecture of Mistral 7B In the race for Large Language Model (LLM) supremacy, the industry has long faced a...

Beyond Transformers: Understanding Mamba and Selective State Space Models

# Beyond Transformers: Understanding Mamba and Selective State Space Models The landscape of sequence modeling has been dominated by the Transformer...

Protecting the Salient: A Deep Dive into Activation-aware Weight Quantization (AWQ)

# Protecting the Salient: A Deep Dive into Activation-aware Weight Quantization (AWQ) In the race to deploy Large Language Models (LLMs) on consumer...

Taming the Outliers: A Deep Dive into SmoothQuant for LLM Quantization

# Taming the Outliers: A Deep Dive into SmoothQuant for LLM Quantization Quantizing Large Language Models (LLMs) to INT8 is the "Holy Grail" of deplo...

Breaking the Memory Wall: A Deep Dive into Speculative Decoding

# Breaking the Memory Wall: A Deep Dive into Speculative Decoding In the era of Large Language Models (LLMs), we often focus on parameter counts and...

Breaking the Memory Wall: A Deep Dive into FlashAttention

# Breaking the Memory Wall: A Deep Dive into FlashAttention In the era of Large Language Models (LLMs), the "Attention" mechanism is the engine drivi...

Scaling Efficiency: A Deep Dive into the DeepSeek-V3 Architecture

# Scaling Efficiency: A Deep Dive into the DeepSeek-V3 Architecture In the relentless pursuit of larger Large Language Models (LLMs), the industry ha...