A No-Code Low-Code Paradigm for Authoring Business Automations Using Natural Language

07/15/2022
by   Michael Desmond, et al.
0

Most business process automation is still developed using traditional automation technologies such as workflow engines. These systems provide domain specific languages that require both business knowledge and programming skills to effectively use. As such, business users often lack adequate programming skills to fully leverage these code oriented environments. We propose a paradigm for the construction of business automations using natural language. The approach applies a large language model to translate business rules and automations described in natural language, into a domain specific language interpretable by a business rule engine. We compare the performance of various language model configurations, across various target domains, and explore the use of constrained decoding to ensure syntactically correct generation of output.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/07/2018

Towards ontology based BPMN Implementation

Natural language is understandable by human and not machine. None techni...
research
06/01/2022

Natural Language Sentence Generation from API Specifications

APIs are everywhere; they provide access to automation solutions that co...
research
09/03/2023

Business Process Text Sketch Automation Generation Using Large Language Model

Business Process Management (BPM) is gaining increasing attention as it ...
research
09/11/2022

Eiger: Auditable, executable, flexible legal regulations

Despite recent advances in communication and automation, regulations are...
research
01/07/2020

A Unified Conversational Assistant Framework for Business Process Automation

Business process automation is a booming multi-billion-dollar industry t...
research
01/08/2020

From Natural Language Instructions to Complex Processes: Issues in Chaining Trigger Action Rules

Automation services for complex business processes usually require a hig...
research
01/04/2020

Business Negotiation Definition Language

The target of this paper is to present an industry-ready prototype softw...

Please sign up or login with your details

Forgot password? Click here to reset