Generating machine interpretable decomposable models from requirements text
Embodiments regard generating a requirements statement model. A method can include extracting, from a requirements document, a requirement statement, tagging each word of the requirements statement with a corresponding part of speech tag, identifying dependencies between words and types of dependencies between each word of the requirements statement and associating types of dependencies with each word, generating respective meta-tags for each word of the requirements statement based on the part of speech tag and dependencies, each meta-tag including the parts of speech and type of dependency for each word, identifying, based on the meta-tags and the dependencies, a tree of trees that represent the structure of the requirements statement, and populating the requirements statement model that maps to the identified tree with words of the requirements statement.
1 . A method for translating plain text into a requirements statement model expressed in a system architecture modeling language, the method comprising:
extracting, from a requirements document, a requirements statement;
tagging each word of the requirements statement with a corresponding, respective part of speech tags;
identifying dependencies between words and types of dependencies between each word of the requirements statement and associating types of dependencies with each word;
identifying and populating, based on the part of speech tags and the dependencies, a tree of trees that represent a structure of the requirements statement resulting in a populated tree;
generating respective meta-tags for each word of the requirements statement based on the populated tree and by combining compound expressions and inferring a role of the word in the requirements statement by its own part of speech word and co-existence with other part of speech tags in the populated tree, each meta-tag expressing the part of speech and type of dependency for a given word of the requirements statement;
identifying at least one of an entity, behavior, attribute, or constraint of the requirements statement;
determining, against a domain ontology or a customizable rule, a missing entity, behavior, attribute, or constraint;
notifying, based on the determination, a user of the missing entity, behavior, attribute, or constraint; and
producing, using the meta-tags and the populated tree, the requirements statement model expressed in the system architecture modeling language.
2 . The method of claim 1 , further comprising generating a system model based on models of the requirements statement and determining whether the requirements document has any ambiguities or inconsistencies based on the system model.
3 . The method of claim 1 , wherein the requirements document defines specifications of a product or service.
4 . The method of claim 1 , wherein the requirements statement includes a subject, object, imperative, and constraint.
5 . The method of claim 1 , wherein the trees are a finite number of trees that detail all possible structures of requirements document statements.
6 . The method of claim 1 , further comprising identifying a word that is a root of the requirements statement, wherein the word is a root node of the tree for the requirements statement.
7 . The method of claim 1 , further comprising identifying, by a regular expression, a precondition in the requirements statement.
8 . A non-transitory machine-readable medium including instructions that, when executed by a machine, cause the machine to perform operations for translating plain text into a requirements statement model expressed in a system architecture modeling language, the operations comprising:
extracting, from a requirements document, a requirements statement;
tagging each word of the requirements statement with a corresponding, respective part of speech tags;
identifying dependencies between words and types of dependencies between each word of the requirements statement and associating types of dependencies with each word;
identifying and populating, based on the part of speech tags and the dependencies, a tree of trees that represent a structure of the requirements statement resulting in a populated tree;
generating respective meta-tags for each word of the requirements statement based on the populated tree and by combining compound expressions and inferring a role of the word in the requirements statement by its own part of speech word and co-existence with other part of speech tags in the populated tree, each meta-tag expressing the part of speech and type of dependency for a given word of the requirements statement;
identifying at least one of an entity, behavior, attribute, or constraint of the requirements statement;
determining, against a domain ontology or a customizable rule, a missing entity, behavior, attribute, or constraint;
notifying, based on the determination, a user of the missing entity, behavior, attribute, or constraint; and
producing, using the meta-tags and the populated tree, the requirements statement model expressed in the system architecture modeling language.
9 . The non-transitory machine-readable medium of claim 8 , wherein the operations further comprise generating a system model based on models of the requirements statement and determining whether the requirements document has any ambiguities or inconsistencies based on the system model.
10 . The non-transitory machine-readable medium of claim 8 , wherein the requirements document defines specifications of a product or service.
11 . The non-transitory machine-readable medium of claim 8 , wherein the requirements statement includes a subject, object, imperative, and constraint.
12 . The non-transitory machine-readable medium of claim 8 , wherein the trees are a finite number of trees that detail all possible structures of requirements document statements.
13 . The non-transitory machine-readable medium of claim 8 , wherein the operations further comprise identifying a word that is a root of the requirements statement, wherein the word is a root node of the tree for the requirements statement.
14 . The non-transitory machine-readable medium of claim 8 , wherein the operations further comprise identifying, by a regular expression, a precondition in the requirements statement.
15 . A system comprising:
processing circuitry; and
memory including instructions that, when executed by the processing circuitry, cause the processing circuitry to perform operations translating plain text into a requirements statement model expressed in a system architecture modeling language, the operations comprising:
extracting, from a requirements document, a requirements statement;
tagging each word of the requirements statement with a corresponding, respective part of speech tags;
identifying dependencies between words and types of dependencies between each word of the requirements statement and associating types of dependencies with each word;
identifying and populating, based on the part of speech tags and the dependencies, a tree of trees that represent a structure of the requirements statement resulting in a populated tree;
generating respective meta-tags for each word of the requirements statement based on the populated tree and by combining compound expressions and inferring a role of the word in the requirements statement by its own part of speech word and co-existence with other part of speech tags in the populated tree, each meta-tag expressing the part of speech and type of dependency for a given word of the requirements statement;
identifying at least one of an entity, behavior, attribute, or constraint of the requirements statement;
determining, against a domain ontology or a customizable rule, a missing entity, behavior, attribute, or constraint;
notifying, based on the determination, a user of the missing entity, behavior, attribute, or constraint; and
producing, using the meta-tags and the populated tree, the requirements statement model expressed in the system architecture modeling language.
16 . The system of claim 15 , wherein the operations further comprise generating a system model based on models of the requirements statement and determining whether the requirements document has any ambiguities or inconsistencies based on the system model.
17 . The system of claim 15 , wherein the requirements document defines specifications of a product or service.
18 . The system of claim 15 , wherein the requirements statement includes a subject, object, imperative, and constraint.
19 . The system of claim 15 , wherein the trees are a finite number of trees that detail all possible structures of requirements document statements.
20 . The system of claim 15 , wherein the operations further comprise identifying a word that is a root of the requirements statement, wherein the word is a root node of the tree for the requirements statement.