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Multilayer inverse dynamic deduction algorithm of standard contradiction separation rule based on parallel mechanism

  • Guoyan Zeng
  • , Guanfeng Wu
  • , Shuwei Chen
  • , Peiyao Liu
  • , Jun Liu
  • , Yang Xu
  • , Jian Zhong

Research output: Contribution to journalArticlepeer-review

Abstract

The standard contradiction separation (S-CS) rule is a new inference rule recently proposed in the field of automated reasoning, which is characterized by dynamism, robustness, and collaborative deduction of multiple clauses. According to the above characteristics, to further utilize the inference ability of the S-CS rule, we propose an inverse and parallel algorithms to extend and enhance S-CS rule. Specifically, a multi-layer inverse and parallel deduction algorithm (in short MIP) is built. This algorithm transforms the first-order logic clause set into multiple clause sets, which are then recursively and iteratively deduced in parallel such that whenever a clause set is unsatisfiable, the original clause set is unsatisfiable. The main advantages of this algorithm are inverse deduction, parallel deduction, and depth (multi-layer) deduction. In order to improve the performance of automated theorem prover, we embed this algorithm into the current top automated theorem provers Vampire and E to form the new provers MIP_V and MIP_E. Then we test MIP_V with the problems from the international competition (CASC) for automated theorem provers, and test MIP_E and MIP_V with the hardest problem of rating = 1 from the benchmark library TPTP. The experimental results show that MIP_V (MIP_E) has a better performance than Vampire (E), and MIP_V and MIP_E can solve 66 problems with rating = 1.

Original languageEnglish
Article number113073
Pages (from-to)1-14
Number of pages14
JournalEngineering Applications of Artificial Intelligence
Volume163
Issue numberPart 4
Early online date12 Nov 2025
DOIs
Publication statusPublished (in print/issue) - 30 Jan 2026

Bibliographical note

Publisher Copyright:
© 2025 Elsevier Ltd.

Data Availability Statement

I have shared the link about the data used in the manuscript.

Funding

This work has been partially supported by the National Natural Science Foundation of China (Grant No. 62106206, 62206227), and the Key Project of Sichuan Science and Technology Innovation and Entrepreneurship Seeding Program (Grant No. 2024JDRC0084). The authors thank the National-Local Joint Engineering Laboratory of System Credibility Automatic Verification at Southwest Jiaotong University in China for the support in providing the test PC.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 8 - Decent Work and Economic Growth
    SDG 8 Decent Work and Economic Growth

Keywords

  • Automatic reasoning
  • Depth deduction
  • First order logic
  • Parallel and inverse deduction
  • Standard contradiction separation rule

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