Score: 0

Complexity of Abduction in Łukasiewicz Logic

Published: July 18, 2025 | arXiv ID: 2507.13847v2

By: Katsumi Inoue, Daniil Kozhemiachenko

Potential Business Impact:

Explains fuzzy ideas like "somewhat loaded."

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

We explore the problem of explaining observations in contexts involving statements with truth degrees such as `the lift is loaded', `the symptoms are severe', etc. To formalise these contexts, we consider infinitely-valued {\L}ukasiewicz fuzzy logic. We define and motivate the notions of abduction problems and explanations in the language of {\L}ukasiewicz logic expanded with `interval literals' of the form $p\geq\mathbf{c}$, $p\leq\mathbf{c}$, and their negations that express the set of values a variable can have. We analyse the complexity of standard abductive reasoning tasks (solution recognition, solution existence, and relevance / necessity of hypotheses) in {\L}ukasiewicz logic for the case of the full language and for the case of theories containing only disjunctive clauses and show that in contrast to classical propositional logic, the abduction in the clausal fragment has lower complexity than in the general case.

Page Count
16 pages

Category
Computer Science:
Logic in Computer Science