mlsanityData to 7 Oct 2026

Abductive Reasoning in a Paraconsistent Framework

arXiv 2408.07287 ↗First posted 1 Aug 2024cs.LO cs.AI math.LOcited by 2

On the map: LLM reasoning → Reasoning benchmarks and evaluation

Abstract (arXiv)

We explore the problem of explaining observations starting from a classically inconsistent theory by adopting a paraconsistent framework. We consider two expansions of the well-known Belnap--Dunn paraconsistent four-valued logic mathsfBD: mathsfBD_circ introduces formulas of the form circφ (the information on φ is reliable), while mathsfBD_triangle augments the language with triangleφ's (there is information that φ is true). We define and motivate the notions of abduction problems and explanations in mathsfBD_circ and mathsfBD_triangle and show that they are not reducible to one another. We analyse the complexity of standard abductive reasoning tasks (solution recognition, solution existence, and relevance / necessity of hypotheses) in both logics. Finally, we show how to reduce abduction in mathsfBD_circ and mathsfBD_triangle to abduction in classical propositional logic, thereby enabling the reuse of existing abductive reasoning procedures.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Placed in Reasoning benchmarks and evaluation, one of 17 directions in LLM reasoning. Builds on 2 of its 33 references that are in the map. First posted on arXiv 1 Aug 2024.

Builds on

2 of 33 references.

References · 2

  1. 2014Prime Implicates and Prime Implicants: From Propositional to Modal Logiccited by 4
  2. 2016Propositional dynamic logic with Belnapian truth valuescited by 1

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Citing papers per year: 2026: 2.

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  6. 2026AGM-like Paraconsistent Partial Meet Abductive Expansion Operation
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