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Research map / Large language models / Reasoning and chain of thought

From Horn-SRIQ to Datalog: A Data-Independent Transformation That Preserves Assertion Entailment

AAAI 2019 · Large language models › Reasoning and chain of thought · approach: Long CoT dynamics and efficiency · 11 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use Datalog rewriting with RDFox instead of Konclude DL reasonerHorn-SRIQ assertion retrieval · Reactome and Uniprot ABoxeswall-clock timeHelped
rewrite Horn-SRIQ TBox into Datalog (rule set size vs input axioms)MOWLCorp ontologies · MOWLCorp role-chain ontologiesrule-set size: 59% at most +100%; 74% at most +200%Mixed

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