Exact semantic readout from compressed vector representations

arXiv:2609.18047 · cs.CL, cs.LG, cs.LO · Submitted 2026-09-16 · Read on arXiv

cs.CL, cs.LG, cs.LO

Submitted: 2026-09-16

Updated: 2026-09-16

Comments: 24 pages; 31 references; 13 figures; 2 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Embeddings — 22× in this paper · explained in 2 episodes
• AUC — 11× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Reconstruction Error — 3× in this paper · explained in 2 episodes
• Vector Representations — 3× in this paper · explained in 2 episodes
• Redundancy — 2× in this paper · explained in 2 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Copula — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Homogenization — 1× in this paper · explained in 2 episodes
• Linear Probing — 1× in this paper · explained in 2 episodes
• Linear probe — 1× in this paper · explained in 2 episodes

Sources

• A vector logic for intensional formal semantics

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering