Workflow Discovery

1 papers with code • 1 benchmarks • 1 datasets

Workflow Discovery (WD) was introduced by Workflow Discovery from Dialogues in the Low Data Regime. WD aims to extract work-flows that have either implicitly or explicitly guided task-oriented dialogues be- tween two people. Workflows extracted from a conversation consist of a summary of the key actions taken during the dialogue. These workflows consist of pre-defined terms for actions and slots when possible, but our approach also al- lows for actions that are not known to be invented by the model online and used as new steps in the generated work- flow.

Datasets


Most implemented papers

Workflow Discovery from Dialogues in the Low Data Regime

ServiceNow/research-workflow-discovery 24 May 2022

We propose and evaluate an approach that conditions models on the set of possible actions, and we show that using this strategy, we can improve WD performance.