IEEE

Implementation and Comparison of Semi-Non-Prefix Huffman Coding in Text Compression

Abstract: The paper implemented a Semi-Non-Prefix (SNP) Huffman coding algorithm for lossless text compression and compared it with traditional Run-Length encoding (RLE), Shannon-Fano, LZ77, and LZ78 ...
marktechpost

A Coding Implementation to Run Qwen3.5 Reasoning Models Distilled with Claude-Style Thinking Using GGUF and 4-Bit Quantization

In this tutorial, we work directly with Qwen3.5 models distilled with Claude-style reasoning and set up a Colab pipeline that lets us switch between a 27B GGUF variant and a lightweight 2B 4-bit ...
marktechpost

A Coding Implementation to Build an Uncertainty-Aware LLM System with Confidence Estimation, Self-Evaluation, and Automatic Web Research

In this tutorial, we build an uncertainty-aware large language model system that not only generates answers but also estimates the confidence in those answers. We implement a three-stage reasoning ...
IEEE

Manhuff: Adaptive Inverted Huffman Coding for High-Capacity Imperceptible Generative Linguistic Steganography

Abstract: Text steganography inherently grapples with a trade-off between embedding capacity and text quality. Although prior work has explored Huffman coding to mitigate this issue, we observe that ...