GitPedia

LangPro

Tableau-based Theorem Prover for Natural Logic and Language

From kovvalsky·Updated June 13, 2026·View on GitHub·

LangPro is a tableau-based theorem prover for natural logic and language. See the [online demo](https://naturallogic.pro/LangPro/) (not the latest version). The project is written primarily in Prolog, distributed under the BSD 3-Clause "New" or "Revised" License license, first published in 2017. Key topics include: formal-semantics, lambda-logical-form, natural-language-inference, natural-language-processing, natural-logic.

Latest release: 0.1Thesis version
March 26, 2017View Changelog →

LangPro: Natural Language Theorem Prover

LangPro is a tableau-based theorem prover for natural logic and language.
See the online demo (not the latest version).

<!-- (http://naturallogic.pro/langpro). -->

Given a set of premises and a hypothesis in natural language, LangPro tries to find out semantic relation between them: entailment (i.e. yes), contradiction (i.e. no) or neutral (i.e. unknown).
For this, LangPro needs CCG (Combinatory Categorial Grammar) derivations of the linguistic expressions in order to obtain Lambda Logical Forms (LLFs) from them via the LLFgen (LLF generator) component. The architecture is depicted below:

____________    ________             ___________      ________________________    __________ 
|Premises &|    | CCG  | derivations |   LLF   | LLFs |Tableau Theorem Prover|    |Semantic|
|Hypothesis|--->|Parser|------------>|Generator|----->|  for Natural Logic   |--->|relation|
‾‾‾‾‾‾‾‾‾‾‾‾    ‾‾‾‾‾‾‾‾             ‾‾‾‾‾‾‾‾‾‾‾      ‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾    ‾‾‾‾‾‾‾‾‾‾ 

If you use the theorem prover, please cite Abzianidze (2017):

@inproceedings{abzianidze-2017-langpro,
    title = "{L}ang{P}ro: Natural Language Theorem Prover",
    author = "Abzianidze, Lasha",
    booktitle = "Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing: System Demonstrations",
    month = sep,
    year = "2017",
    address = "Copenhagen, Denmark",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/D17-2020",
    doi = "10.18653/v1/D17-2020",
    pages = "115--120"
}

For the manual on how to use the prover or how to obtain reported results, consult the wiki.

Quick links to the wiki pages:

Contributors

Showing top 1 contributor by commit count.

View all contributors on GitHub →

This article is auto-generated from kovvalsky/LangPro via the GitHub API.Last fetched: 6/25/2026