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Epistemic Disjunctive Datalog for Querying Knowledge Bases

AAAI 2023 · Large language models › Retrieval and knowledge · approach: Knowledge graph reasoning with LLMs · 1 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Restrict interaction with the KB to epistemic queries over certain answersDataKlog(Q) over L KBs · L-range-restricted KBs where Q-query answering is decidabledecidability: decidableHelped
Add recursion to DataK0(CQ) (ablation)DataKlog(CQ) over trivial KBs · Trivial KBsexpressive power: strictly more expressiveHelped
Add disjunction (ablation)DataKlog(CQ)̸=,¬s over trivial KBs · Trivial KBsexpressive power: DataKlog(CQ)̸=,¬s does not express DataKlog(CQ)∨ unless P = NPHelped
Add semi-positive negation (ablation)DataKlog(CQ) over trivial KBs · Trivial KBsexpressive power: DataKlog(CQ)̸=,∨ does not express DataK0(CQ)¬0Helped
Add the epistemic operator to CQ queries (ablation)DataK0(CQ) over DL-Litecore KBs · DL-Litecore KBsexpressive power: strictly more expressive than CQHelped
Add semi-positive negation (ablation)DataKlog(CQ) over KB languages allowing T⊔, T¬, or T∀ · KB languages allowing T⊔, T¬, or T∀data complexity: Θp2-hard; Θp2-completeMixed
Use disjunction without negation (ablation)DataKlog(Q)̸=,∨ · L-range-restricted KBs where Q-query answering is coNP-completedata complexity: coNP-completeMixed
Use recursion, inequalities, and stratifed negationDataKlog(Q)̸=,¬s · L-range-restricted KBs where Q-query answering is in Pdata complexity: P-completeMixed
Allow full negation and disjunctionDataKlog(Q)⊤ · L-range-restricted KBs where Q-query answering is in Pdata complexity: Πp2-completeMixed
Use DataKlog(CQ) over DL-LiteRDFS KBsDataKlog(CQ) · DL-LiteRDFS KBsexpressive power: DataKlog(CQ)I,D is equivalent to DatalogI,DNo clear effect

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