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Natural Logic Interpreter

Automatically interpret and validate nested natural logic arguments based on rules of inference and propositional logic

From ParhamP·Updated June 6, 2026·View on GitHub·

Natural Logic Interpreter automatically interprets and validates nested natural logical arguments (logical arguments expressed in natural language) based on rules of inference and propositional logic. The program uses "divide and conquer" algorithms implemented by recursive functions to go through nested logical arguments and to be able to define and validate them accordingly. The project is written primarily in Python, distributed under the MIT License license, first published in 2017. Key topics include: logic-design, logic-programming, logical-knowledge-inference, logical-knowledge-representation, natural-language.

Natural_Logic_Interpreter

<p align="center"> <img src="logo.png"> </p>

Description

Natural Logic Interpreter automatically interprets and validates nested natural logical arguments
(logical arguments expressed in natural language) based
on rules of inference and propositional logic. The program uses "divide and conquer" algorithms
implemented by recursive functions to go through nested logical arguments and to be able to define
and validate them accordingly.

Inspiration

"Translating sentences in English (or other natural languages) into logical expressions is a crucial
task in mathematics, logic programming, artificial intelligence, software engineering, and many
other disciplines."

I came across this paragraph while studying "Discrete Mathematics and It's Applications"; therefore, I got inspired
to automate this task using computers.

Examples

We can establish these logical arguments:

(I go to school) AND ((I study) AND (I exercise))

IF (I exercise) THEN (I'm healthy)

IF (I'm healthy) THEN (NOT I'm sick)

(I study) OR (I'm sick)

(NOT it rains today)

(I study) AND ((I go to gym) OR (I drink a coffee))

(it rains today) OR ((I exercise) AND (I study))

IF (I'm healthy) THEN (I'm happy) OR (I'm fit)

Then we can validate any proposition we want based on them:

(I'm sick) -----> False

IF (I exercise) THEN (I'm healthy) -----> True

(it rains today) OR ((I exercise) AND (I study)) -----> True

(It rains today) OR (I'm healthy) -----> True

(I drink a coffee) AND ((I'm happy) OR (I'm fit)) -----> None

We can also see all the conclusions that were able to be drawn by the program:

(It rains today) ---> None

(I go to gym) OR (I drink a coffee) ---> None

(I'm happy) ---> None

(I drink a coffee) AND ((I'm happy) OR (I'm fit)) ---> None

(It rains today) OR (I'm healthy) ---> True

(I study) AND ((I go to gym) OR (I drink a coffee)) ---> True

IF (I'm healthy) THEN (NOT I'm sick) ---> True

IF (I'm healthy) THEN (I'm happy) OR (I'm fit) ---> True

(I'm fit) ---> None

(I study) OR (I'm sick) ---> True

(I go to school) AND ((I study) AND (I exercise)) ---> True

(I go to school) ---> True

(it rains today) OR ((I exercise) AND (I study)) ---> True

(I exercise) AND (I study) ---> True

(I'm healthy) ---> True

IF (I exercise) THEN (I'm healthy) ---> True

(I go to gym) ---> None

(I'm happy) OR (I'm fit) ---> None

(I study) AND (I exercise) ---> True

(I drink a coffee) ---> None

(I exercise) ---> True

(it rains today) ---> False

(I'm sick) ---> False

(I study) ---> True

Dependencies

Python 3.5

Install and Usage

Download or clone the repo and click on the executable python file called "NLI" to enter an interactive command line interface.

Syntax Conventions

This is how various expressions should be entered in this program:

Simple expressions: (expression)

AND arguments: (expression1) AND (expression2)

OR arguments: (expression1) OR (expression2)

NOT arguments: (NOT expression)

Conditional arguments: IF (expression1) THEN (expression2)

Current Known Bugs and Limitations

The regex that is written to recognize the type of arguments sometimes fails to do so when the depth or length of main
logical arguments becomes large. However, there has not been any known issues when working with arguments similar to the ones seen in the
Examples section.

In addition, NOT operation for now cannot be used in the following ways:

These need to be implemented using De Morgan's Law

NOT (expression1) AND (expression2)

NOT (Expression1) OR (expression2)

The author is working on these issues.

Contributing

This field of study is huge and this program is not complete by any means. There is a lot
that can be done to add on its capabilities. Please feel free to contribute and build on top
of it. Should you have any questions in order to start email me at: ppourdavood@gmail.com.

Author

Parham Pourdavood

Contributors

Showing top 1 contributor by commit count.

View all contributors on GitHub →

This article is auto-generated from ParhamP/Natural_Logic_Interpreter via the GitHub API.Last fetched: 6/27/2026