TY - JOUR
T1 - An Ontology-Based Task-Oriented Dialogue to Create OutSystems Applications
AU - Quirino Silva, João
AU - Melo, Dora
AU - Rodrigues, Irene Pimenta
AU - Seco, João Costa
AU - Ferreira, Carla
AU - Parreira, Joana
N1 - Funding Information:
This work was done in the context of GOLEM (Automated Programming to Revolutionize App Development), a most ambitious collaboration effort OutSystems has pursued with academic communities. The R &D project involves the collaboration of OutSystems with Carnegie Mellon, NOVA Laboratory for Computer Science and Informatics at Universidade Nova de Lisboa, and INESC-ID. The main goals of the three-year program are to automate programming and revolutionize the application development experience. GOLEM is one of a few select large-scale collaborative research projects funded by Carnegie-Mellon Portugal partnership.
Publisher Copyright:
© 2022, The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd.
PY - 2023
Y1 - 2023
N2 - An ontology-based task-oriented dialogue is presented as an interface for a user developing applications in the OutSystems environment, using natural language instructions. The dialogue system represents the domain of knowledge, the instructions, as an OWL2 ontology that is consulted and updated with the interpretation of the user’s utterance. The Instructions Ontology, is defined to express the concepts and instructions related to the OutSystems environment in the creation, parameterization, or updating, of software components. The user utterance interpretations are the instructions that will be executed in the OutSystems environment, according to the instructions ontology populated with the corresponding utterance interpretation and expressing the user’s intentions. The utterances are processed by applying a Universal Dependency Parser and then interpreted to obtain a partial semantic representation. Pragmatic interpretation computes a set of possible interpretations by matching the partial representation with the ontology classes, properties, instances and data properties values, such as names. The dialogue manager uses soft constraints to choose the set of best interpretations. The development of an ontology-based task-oriented dialogue system, which establishes the natural language interface of an intelligent application, to help unskilled users build applications to display and manipulate database contents. A set of preliminary experimental cases with promising results. The domain-dependent instruction ontology, which models specific discourse actions, instructions, and the domain of knowledge, allows defining a Natural Language module that is domain-independent that uses a partial discourse representation structure of the user’s utterance to determine the matching terms in the ontology and to obtain a set of possible semantic representations of the user’s utterance.
AB - An ontology-based task-oriented dialogue is presented as an interface for a user developing applications in the OutSystems environment, using natural language instructions. The dialogue system represents the domain of knowledge, the instructions, as an OWL2 ontology that is consulted and updated with the interpretation of the user’s utterance. The Instructions Ontology, is defined to express the concepts and instructions related to the OutSystems environment in the creation, parameterization, or updating, of software components. The user utterance interpretations are the instructions that will be executed in the OutSystems environment, according to the instructions ontology populated with the corresponding utterance interpretation and expressing the user’s intentions. The utterances are processed by applying a Universal Dependency Parser and then interpreted to obtain a partial semantic representation. Pragmatic interpretation computes a set of possible interpretations by matching the partial representation with the ontology classes, properties, instances and data properties values, such as names. The dialogue manager uses soft constraints to choose the set of best interpretations. The development of an ontology-based task-oriented dialogue system, which establishes the natural language interface of an intelligent application, to help unskilled users build applications to display and manipulate database contents. A set of preliminary experimental cases with promising results. The domain-dependent instruction ontology, which models specific discourse actions, instructions, and the domain of knowledge, allows defining a Natural Language module that is domain-independent that uses a partial discourse representation structure of the user’s utterance to determine the matching terms in the ontology and to obtain a set of possible semantic representations of the user’s utterance.
KW - Dialogue systems
KW - Natural language processing
KW - OWL2 ontologies
KW - Semantic web
UR - http://www.scopus.com/inward/record.url?scp=85139939634&partnerID=8YFLogxK
U2 - 10.1007/s42979-022-01418-0
DO - 10.1007/s42979-022-01418-0
M3 - Article
AN - SCOPUS:85139939634
SN - 2662-995X
VL - 4
JO - SN Computer Science
JF - SN Computer Science
IS - 1
M1 - 12
ER -