The automatic induction of scripts (Schank and Abelson, 1977) has been the focus of many recent works. In this paper, we employ a variety of these methods to learn Schank and Abelson’s canonical restaurant script, using a novel dataset of restaurant narratives we have compiled from a website called “Dinners from Hell.” Our models learn narrative chains, script-like structures that we evaluate w...

In this paper we consider first-order logic theorem proving and model building via approximation and instantiation. Given a clause set we propose its approximation into a simplified clause set where satisfiability is decidable. The approximation extends the signature and preserves unsatisfiability: if the simplified clause set is satisfiable in some model, so is the original clause set in the s...

We consider the problem of generalising boolean formulas in conjunctive normal form by allowing non-boolean variables, where our goal is to maintain combinatorial properties. Requiring that a literal involves only a single variable, the most general form of literals is given by the well-known “signed literals”, however we will argue that only the most restricted form of generalised clause-sets,...

We study the problem of (eeciently) deleting such clauses from conjunctive normal forms (clause-sets) which can not contribute to any proof of unsatissability. For that purpose we introduce the notion of an autarky system, associated with a canonical normal form for every clause-set by deleting superruous clauses. Clause-sets where no clauses can be deleted are called lean, a natural generaliza...

The Agreement between the United States of America, Mexican States, and Canada (USMCA) includes a sunset clause that states agreement shall terminate 16 years after date its entry into force, unless each Party expresses will to continue for another years. We apply John H. Jackson’s theory on power oriented rule diplomacy analyze clause. argue offer strong incentives diplomacy, this likely affec...