PAPER 2: 100:1 COMPRESSION - MECHANISMS OF LOSSLESS SEMANTIC COMPRESSION; 10-Paper Series on Compressed Communication & Cognitive Acceleration; Paper 2 of 10: Technical Mechanisms
Year: 2025
Type: article
Abstract: Rigorous technical analysis of compression mechanisms enabling 100:1 semantic compression ratios while maintaining 95%+ information fidelity. Formalizes mathematical foundations through information theory (Shannon entropy, Kolmogorov complexity, algorithmic compression). Documents LoE2's specific linguistic structures enabling compression: multi-layered semantic encoding, pattern-based clause architecture, fractal organization, cross-reference networks, symbolic compression. Presents computational models of semantic density optimization. Demonstrates semantic compression fundamentally differs from syntactic compression, exceeding traditional limits through meaning-level reorganization rather than symbol manipulation. Provides replication protocols and algorithms for automated semantic compression assessment.
Author: Chalupka, Rafal
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7104446564
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