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Proposition Knowledge Graphs Gabriel Stanovsky Omer Levy Ido Dagan Predicate: utilize Subject: NASA Object: the Mars rover Comp: examine Predicate: examine Subject: the Mars rover Object: rock samples rock samples Modifier: from Mars Natural Language Texts Multi-Sentence Representation Single-Sentence Representation Extends Open IE • Rich Representation Inner structure • Implied Embeds Semantic Links • Entailment • Temporal • Causal

Proposition Knowledge Graphs

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Proposition Knowledge Graphs. Predicate: utilize Subject : NASA Object : the Mars rove r Comp: examine. Natural Language Texts. Multi-Sentence Representation. Single-Sentence Representation. Predicate: examine Subject : the Mars rover Object: rock samples. - PowerPoint PPT Presentation

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Page 1: Proposition Knowledge  Graphs

Proposition Knowledge GraphsGabriel Stanovsky Omer Levy Ido Dagan

Predicate: utilizeSubject: NASAObject: the Mars roverComp: examine

Predicate: examineSubject: the Mars roverObject: rock samples

rock samplesModifier: from Mars

Natural Language Texts Multi-Sentence Representation Single-Sentence Representation

Extends Open IE• Rich Representation• Inner structure• Implied Propositions

Embeds Semantic Links• Entailment• Temporal• Causal