Netstrings (1997)

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Summary

This article from 1997 describes netstrings, a simple data format for encoding and framing strings over networks.

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Chaosnet (1981)

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Chaosnet is a local network developed in 1975 by MIT's AI Lab for the Lisp Machine system, designed for high-speed, reliable communication within a small area without centralized control.

BitNet Text Embeddings

arXiv cs.CL

This paper introduces BitEmbed, an extreme low-bit framework for LLM-based text embeddings that converts pretrained LLM backbones into BitNet-style encoders with ternary weights and quantized activations. It achieves comparable performance to full-precision models while significantly reducing encoding and storage costs.

Bitnet.cpp: Efficient Edge Inference for Ternary LLMs

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Bitnet.cpp presents a mixed-precision matrix multiplication library for efficient edge inference of ternary LLMs like BitNet b1.58, achieving up to 6.25x speedup over full-precision baselines. The system is open-sourced on GitHub.