POEM: Process Of Elimination Master — Introducing the Reductive Inference Model (RIM)

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Authors: Paris Moschakis Rantivogevits
Cited by: 0

Abstract

We introduce the Reductive Inference Model (RIM), a new class of artificial intelligence architecture that reaches answers through progressive elimination of impossibilities rather than generative construction of possibilities. POEM (Process Of Elimination Master) is the first RIM. Unlike Large Language Models (LLMs), which activate full parameter sets at constant energy cost regardless of query difficulty, a RIM scales compute proportionally to actual query complexity. We describe the core architecture, its three primary components, and the training philosophy that enables this approach. The RIM paradigm requires no new hardware and represents a structural departure from the generative inference model that currently defines the field

Fields of Study & Subjects

Topic Modeling Artificial Intelligence Applications Natural Language Processing Techniques

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
5 March 2026
Language
EN
Document type
Preprint