Tabled logic programming

Short description: Technique in natural language processing

"Tabling" redirects here. For the parliamentary procedure, see Table (parliamentary procedure).

Tabling is a technique first developed for natural language processing, where it was called Earley parsing. It consists of storing in a table (a.k.a. chart in the context of parsing) partial successful analyses that might come in handy for future reuse.

Tabling consists of maintaining a table of goals that are called during execution, along with their answers, and then using the answers directly when the same goal is subsequently called. Tabling gives a guarantee of total correctness for any (pure) Prolog program without function symbols.[1]

Tabling can be extended in various directions. It can support recursive predicates through SLG resolution or linear tabling. In a multi-threaded Prolog system tabling results could be kept private to a thread or shared among all threads. And in incremental tabling, tabling might react to changes.[2][3]

## History

The adaptation of tabling into a logic programming proof procedure, under the name of Earley deduction, dates from an unpublished note from 1975 by David H.D. Warren.[4] An interpretation method based on tabling was later developed by Tamaki and Sato, modelled as a refinement of SLD-resolution.[5]

David S. Warren and his students adopted this technique with the motivation of changing Prolog’s semantics from the completion semantics to the minimal model semantics. Tabled Prolog was first introduced in XSB.[6] This resulted in a complete implementation of the well-founded semantics, a three-valued semantics that represents values for true, false and unknown.[7]

## References

1. ↑ Körner, Philipp; Leuschel, Michael; Barbosa, Joao; Costa, Vitor Santos; Dahl, Veronica; Hermengildo, Manuel V.; Morales, Jose F.; Wielemaker, Jan et al. (2022-05-17). "Fifty Years of Prolog and Beyond". Theory and Practice of Logic Programming 22 (6): 776–858. doi:10.1017/s1471068422000102. ISSN 1471-0684.
2. ↑ Swift, T. (1999). "Tabling for non-monotonic programming". Annals of Mathematics and Artificial Intelligence 25 (3/4): 201–240. doi:10.1023/A:1018990308362.
3. ↑ Zhou, Neng-Fa; Sato, Taisuke (2003). "Efficient Fixpoint Computation in Linear Tabling". Proceedings of the 5th ACM SIGPLAN International Conference on Principles and Practice of Declarative Programming: 275–283. http://www.sci.brooklyn.cuny.edu/~zhou/papers/ppdp03.pdf.
4. ↑ Pereira, Fernando C. N.; Shieber, Stuart M. (1987). Prolog and Natural Language Analysis. Stanford: Center for the Study of Language and Information. pp. 185–210.
5. ↑ Tamaki, Hisao; Sato, Taisuke (1986), "OLD resolution with tabulation", Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg): pp. 84–98, doi:10.1007/3-540-16492-8_66, ISBN 978-3-540-16492-0, http://dx.doi.org/10.1007/3-540-16492-8_66, retrieved 2023-10-27
6. ↑ Sagonas, Konstantinos; Swift, Terrance; Warren, David S. (1994-05-24). "XSB as an efficient deductive database engine". ACM SIGMOD Record 23 (2): 442–453. doi:10.1145/191843.191927. ISSN 0163-5808.
7. ↑ Rao, Prasad; Sagonas, Konstantinos; Swift, Terrance; Warren, David S.; Freire, Juliana (1997), "XSB: A system for efficiently computing well-founded semantics", Logic Programming And Nonmonotonic Reasoning (Berlin, Heidelberg: Springer Berlin Heidelberg): pp. 430–440, doi:10.1007/3-540-63255-7_33, ISBN 978-3-540-63255-9, http://dx.doi.org/10.1007/3-540-63255-7_33, retrieved 2023-10-27

* This article incorporates text by PHILIPP KÖRNER, MICHAEL LEUSCHEL, JOÃO BARBOSA, VÍTOR SANTOS COSTA, VERÓNICA DAHL, MANUEL V. HERMENEGILDO, JOSE F. MORALES, JAN WIELEMAKER, DANIEL DIAZ, SALVADOR ABREU and GIOVANNI CIATTO available under the CC BY 4.0 license.

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