Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLU

WS 2019 RasaHQ/rasa

We present a new neural architecture for wide-coverage Natural Language Understanding in Spoken Dialogue Systems.

SPOKEN DIALOGUE SYSTEMS

Benchmarking Natural Language Understanding Services for building Conversational Agents

13 Mar 2019RasaHQ/rasa

We have recently seen the emergence of several publicly available Natural Language Understanding (NLU) toolkits, which map user utterances to structured, but more abstract, Dialogue Act (DA) or Intent specifications, while making this process accessible to the lay developer.

INTENT CLASSIFICATION

Few-Shot Generalization Across Dialogue Tasks

28 Nov 2018RasaHQ/rasa

Machine-learning based dialogue managers are able to learn complex behaviors in order to complete a task, but it is not straightforward to extend their capabilities to new domains.

Rasa: Open Source Language Understanding and Dialogue Management

14 Dec 2017RasaHQ/rasa

We introduce a pair of tools, Rasa NLU and Rasa Core, which are open source python libraries for building conversational software.

DIALOGUE MANAGEMENT

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