The Surprising Idea That Generative AI Might Be Better Off Using Visual Images Of Text Rather Than Pure Text As Tokens

Using AI, you enter text. The text gets converted into numbers that are tokens. What if we used images of text instead of pure text. A clever idea. An AI Insider scoop.
GitHub

Volkopat/VLM-Optical-Encoder

Adapter-based optical compression for long documents using DeepSeek's DeepEncoder with Qwen3-VL-2B. Built on DeepSeek-OCR by DeepSeek-AI. This repo includes deepencoder.py from DeepSeek-OCR ...
IEEE

Concept and Implementation of Embedded Magnetic Encoder in Flux-Switching Permanent-Magnet Machines

Abstract: Rotor angle is essential in permanent-magnet (PM) brushless machines. Recently, an embedded magnetic encoder (EME) scheme, consisted of linear Hall sensors installing inside of the PM ...
IEEE

A Novel Adaptive Multiperiod Differential Means for Rotating Machinery Condition Monitoring With Optical Encoder Signal Under Low- and Variable-Speed Conditions

Abstract: Condition monitoring of rotating machinery under low- and variable-speed conditions is a hot and difficult issue. Compared with vibration signals, optical encoder signals have the advantages ...