A Survey of Neurosymbolic Answer Set Programming

Tracking #: 949-1973

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Authors: 

Alexander Philipp Rader
Alessandra Russo

Submission Type: 

Survey

Full PDF Version: 

Supplementary Files: 

Cover Letter: 

Dear editors, We present the revised version of our survey on neurosymbolic ASP, #877-1885, which addresses the feedback from the reviewers. In order to keep the survey relevant, we have decided to also add papers that have come out since we worked on the previous version. We believe that this will make the survey up-to-date and still useful when it comes out, which will be a benefit to the community. The added major frameworks are: - NSGRAPH (lines 428-437) - LLMASP (lines 474-482) - LLM2LAS (lines 628-639) - LLASP (lines 667-675) - NL2ASP (lines 676-685) - CLM-ASP (lines 714-724) Overall, we have added 6 frameworks to the main section, created 3 new tables and written over 300 lines of text, resulting in over 10 additional pages of content. The related work section has been moved to page 3. It now contains a discussion about the role that this tutorial plays compared to others in the "Neurosymbolic AI" subsection. In the "Symbolic languages" subsection, we have written an extended discussion about different symbolic methods and the role ASP plays in logic programming compared to others like Prolog, Datalog or abduction. More details on these changes and the other additions are described in the supplementary file addressing the reviewers' feedback.

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