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				<title level="a" type="main">Towards a tableau-based procedure for PLTL based on a multi-conclusion rule and logical optimizations</title>
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							<persName><forename type="first">Mauro</forename><surname>Ferrari</surname></persName>
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							<persName><forename type="first">Camillo</forename><surname>Fiorentini</surname></persName>
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							<persName><forename type="first">Guido</forename><surname>Fiorino</surname></persName>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>We present an ongoing work on a proof-search procedure for Propositional Linear Temporal Logic (PLTL) based on a one-pass tableau calculus with a multiple-conclusion rule. The procedure exploits logical optimization rules to reduce the proof-search space. We also discuss the performances of a Prolog prototype of our procedure.</p></div>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1">Introduction</head><p>In recent years, we have introduced new tableau calculi and logical optimization rules for propositional Intuitionistic Logic <ref type="bibr" target="#b3">[4]</ref> and propositional Gödel-Dummett Logic <ref type="bibr" target="#b6">[7]</ref>. As an application of these results, we have implemented theorem provers for these logics <ref type="bibr" target="#b2">[3,</ref><ref type="bibr" target="#b6">7]</ref> which outperform their competitors. The above quoted calculi and optimizations are the result of a deep analysis of the Kripke semantics of the logic at hand. In this paper, we apply such a semantical analysis to PLTL. In particular, we present a refutation tableau calculus and some logical optimizations for PLTL and we briefly discuss a prototype Prolog implementation of the resulting proof-search procedure.</p><p>As for related work, our tableau calculus lies in the line of the one-pass calculi based on sequents and tableaux calculi <ref type="bibr" target="#b13">[14,</ref><ref type="bibr" target="#b1">2,</ref><ref type="bibr" target="#b9">10]</ref>, whose features are suitable for automated deduction. We also cite as related the approaches based on sequent calculi discussed in <ref type="bibr" target="#b11">[12,</ref><ref type="bibr" target="#b12">13]</ref> and the natural deduction based proof-search techniques discussed in <ref type="bibr" target="#b0">[1]</ref>. The results in <ref type="bibr" target="#b7">[8,</ref><ref type="bibr" target="#b14">15]</ref> are based on resolution, thus they are related less to our approach.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2">Tableau calculus and replacement rules</head><p>We consider the language based on a denumerable set of propositional variables V, the logical constants (true), ⊥ (false), ¬ and ∨ and the modal operators • (next) and U (until). We define A as ¬( U¬A). Given a set of formulas S, we denote with</p><formula xml:id="formula_0">•S the set {•A | A ∈ S}.</formula><p>PLTL is semantically characterized by rooted linearly ordered Kripke models; formally, a PLTL-model is a structure K = P, ≤, ρ, V where P is the set of </p><formula xml:id="formula_1">(AUB) + = A ( ¬(AUB) ) + = ¬B (AUB) − = B ( ¬(AUB) ) − = ¬A, ¬B Hi = {•U1, U + 1 , . . . , •Ui−1, U + i−1 } ∪ {U − i } ∪ {Ui+1, . . . , Um} (i = 1, . . . , m)</formula><p>Fig. <ref type="figure">1</ref>. The tableau calculus for PLTL worlds, ≤ is a linear well-order with minimum ρ and no maximum element, V is a function associating with every world α ∈ P the set of propositional variables satisfied in α. Given α ∈ P , the immediate successor of α, denoted by α , is the minimum of the &lt;-successors of α. The satisfiability of a formula A in a world α of K, written K, α A (or simply α A), is defined as follows:</p><p>-</p><formula xml:id="formula_2">for p ∈ V, α p iff p ∈ V (α); α ; α ⊥; -α ¬A iff α A; α A ∨ B iff α A or α B; -α •A iff α A; -α AUB iff ∃β ≥ α : β B and ∀γ : α ≤ γ &lt; β, γ A.</formula><p>The following properties can be easily proved. The latter one follows by the fact that ≤ is a well-order, hence, if B is satisfiable in some γ ≥ α, there exists the minimum γ * ≥ α satisfying B.</p><formula xml:id="formula_3">-α A iff ∀β ≥ α, β A; -α AUB iff (∀γ ≥ α, γ B) or (∃β ≥ α : β A and ∀γ : α ≤ γ ≤ β, γ B). A set of formulas S is satisfiable in α (K, α S) if every formula of S is satisfiable in α; S is satisfiable if it is</formula><p>satisfiable in some world of a PLTL-model. The rules of the tableau calculus T for PLTL are given in Fig. <ref type="figure">1</ref>. The peculiar rule of T is the rule Lin inspired by the multiple-conclusion rule for Gödel-Dummett Logic DUM presented in <ref type="bibr" target="#b5">[6,</ref><ref type="bibr" target="#b6">7]</ref>. DUM is semantically characterized by intuitionistic linearly ordered Kripke models; the multi-conclusion rule for DUM simultaneously treats a set of implicative formulas while Lin simultaneously treats a set of modal formulas. We remark, that the number of conclusions of rule Lin depends on the number of formulas in B; if B is empty, Lin has A as only conclusion.</p><p>The rules of T are sound is the sense that, if the premise of a rule is satisfiable then one of its conclusions is satisfiable. We briefly discuss, by means</p><formula xml:id="formula_4">S, A S[ /A], A R- S, ¬A S[⊥/A], ¬A R-¬ S, A S{ /A}, A R-cl S, ¬A S{⊥/A}, ¬A R-cl¬ S S[ /p] + if p + S S S[⊥/p] − if p − S</formula><p>For for l ∈ {+, −}, p l S iff p l H for every H ∈ S where, p l H is defined as follows:</p><p>p + p and p − ¬p and p l H, if H ∈ (V \ {p}) ∪ { , ⊥}; p l (A ∨ B) iff p l A and p l B; p l (AUB) iff p l A and p does not occur in B; p l ¬(AUB) iff p l B and p does not occur in A;</p><formula xml:id="formula_5">-if A = BUC, then p + ¬A iff p − A and p − ¬A iff p + A; -p l • A iff p l A;</formula><p>Fig. <ref type="figure">2</ref>. Optimization rules for PLTL of an example, the soundness of rule Lin. The application of rule Lin to</p><formula xml:id="formula_6">•B = {•(A 1 UB 1 ), •¬(A 2 UB 2 )</formula><p>} generates as conclusions the sets:</p><formula xml:id="formula_7">C = {A1, ¬B2} ∪ •B , H1 = {B1, ¬(A2UB2)} , H2 = {•(A1UB1), A1, ¬A2, ¬B2}.</formula><p>Let us assume that α •B; we show that at least one of the conclusions is satisfiable. We have α A 1 UB 1 and α ¬(A 2 UB 2 ). Note that:</p><formula xml:id="formula_8">-α A 1 UB 1 ⇒ ∃β 1 ≥ α : β 1 B 1 and ∀γ : α ≤ γ &lt; β 1 , γ A 1 . -α ¬(A 2 UB 2 ) ⇒ (i) ∀γ ≥ α , γ B 2 or (ii) ∃β 2 ≥ α : β 2 A 2 and ∀γ : α ≤ γ ≤ β 2 , γ B 2</formula><p>If (i) holds either α &lt; β 1 and α C, or α = β 1 and α H 1 . Now, let us suppose that (ii) holds; then:</p><formula xml:id="formula_9">-if α &lt; β 1 and α &lt; β 2 , then α C; -if α = β 1 , then α H 1 ; -if α &lt; β 1 and α = β 2 , then α H 2 .</formula><p>The notions of proof- Although multi-conclusion rules as Lin can generate a huge number of branches, as discussed in <ref type="bibr" target="#b6">[7]</ref>, theorem provers using these kind of rules can be effective.</p><p>To improve the performances of the above procedure we exploit the optimization rules depicted in Fig. <ref type="figure">2</ref> which are inspired by the rules presented in <ref type="bibr" target="#b10">[11,</ref><ref type="bibr" target="#b3">4]</ref>. In rules R-and R-¬ (R stands for Replacement), S[B/A] denotes formula substitution, that is the set of formulas obtained by replacing every occurrence of A in S with B. In rules R-cl and R-cl¬, S{B/A} denotes partial formula substitution, that is the set of formulas obtained by replacing every occurrence of A in S which is not under the scope of a modal connective with B. As for rules + and − , they can be applied if the propositional variable p has constant polarity in S (p l S). We remark that rules + and − are the PLTL version of the rules T-permanence and T¬-permanence of <ref type="bibr" target="#b3">[4]</ref>.</p><p>All the rules of Fig. <ref type="figure">2</ref> have the property that the premise is satisfiable iff the conclusion is. In the proof search procedure we apply the optimization rules and the usual boolean simplification rules <ref type="bibr" target="#b10">[11,</ref><ref type="bibr" target="#b3">4]</ref> at every step of a saturation phase.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3">Implementations and performances</head><p>To perform some experiments on the benchmark formulas for PLTL, we have implemented β, a theorem prover written in Prolog<ref type="foot" target="#foot_0">4</ref> . At present β is a very simple prototype that implements T and the rules in Fig. <ref type="figure">2</ref>. On the third column of the table in Fig. <ref type="figure">4</ref> we report the performances of β. For every family of formulas in the benchmark we indicate the number of formulas of the family solved within one minute. All tests were conducted on a machine with a 2.7GHz Intel Core i7 CPU with 8GB memory. All the optimizations rules we have described are effective in speeding-up the deduction. Indeed, without the described optimizations, timings of β are some order of magnitude greater and almost no formula is decided within one minute. In the fourth column of Fig. <ref type="figure">4</ref> we report the figures related to PLTL, an OCaml prover based on the one-pass tableau calculus of <ref type="bibr" target="#b13">[14]</ref>. Although in general PLTL outperforms β, there are families where our prototype is more efficient than PLTL and this is encouraging for further research.</p><p>To conclude, we have presented our ongoing research on automated deduction for PLTL. In this note we have discussed a new proof-theoretical characterization of PLTL based on a multiple-conclusion rule and some optimization rules useful to cut the size of the proofs. As regards the future work, we aim to apply to the case of PLTL other optimizations introduced in the context of Intuitionistic logic as the permanence rules of <ref type="bibr" target="#b3">[4]</ref> and the optimizations exploiting the notions of local formula <ref type="bibr" target="#b2">[3]</ref> and evaluation <ref type="bibr" target="#b4">[5]</ref>. </p></div><figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_1"><head></head><label></label><figDesc>table and branch are defined as usual. A set S of formulas is closed if it either contains ⊥ or it contains a formula A and its negation. Branches of a proof-table are generated alternating saturation phases, where rules different from Lin are applied as long as possible, and applications of rule Lin. We remark that, at the end of a saturation phase, we get a set of formulas which only contains literals, , ⊥ and formulas prefixed with •. If during the saturation phase a closed set is generated the construction of the branch is aborted. During branch construction loops can be generated, hence a loop-checking mechanism is needed to assure termination. A loop is a sequence of consecutive sets of formulas S 1 , . . . , S n in a branch such that S 1 = S n and S i = S i+1 for every 1 ≤ i &lt; n. Whenever, during a branch construction, a loop is detected the branch construction is aborted. A loop is closed if there exist i ∈ {1, . . . , n − 1} and AUB ∈ S i (¬(AUB) ∈ S i , respectively) such that B ∈ S j ({¬A, ¬B} ⊆ S j , respectively) for every 1 ≤ j &lt; n. A loop is open if it is not closed. A branch is closed if it contains a closed set of formulas or a closed loop and open otherwise. The proof of the completeness theorem for T is based on a procedure extracting a PLTL-model satisfying S from an open branch starting with S.</figDesc><table /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_2"><head></head><label></label><figDesc>Fig. 3. Comparison between β and PLTL</figDesc><table><row><cell>Family</cell><cell cols="2">Status β PLTL</cell><cell>Family</cell><cell>Status β PLTL</cell></row><row><cell>lift</cell><cell>sat.</cell><cell>76 42</cell><cell>lift</cell><cell>unsat. 0 8</cell></row><row><cell>anzu-amba</cell><cell>sat.</cell><cell>18 38</cell><cell cols="2">schuppan-O1 unsat. 27 10</cell></row><row><cell cols="2">acacia-demo-v3 sat.</cell><cell>12 12</cell><cell cols="2">schuppan-O2 unsat. 7 10</cell></row><row><cell>anzu-genbuf</cell><cell>sat.</cell><cell>28 26</cell><cell cols="2">schuppan-phltl unsat. 5 3</cell></row><row><cell cols="2">rozier counters sat.</cell><cell>35 65</cell><cell></cell><cell></cell></row></table></figure>
			<note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="4" xml:id="foot_0">Available at http://www2.disco.unimib.it/fiorino/beta.tgz</note>
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