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Datasets

Greatest papers with code

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

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling

EMNLP 2018 budzianowski/multiwoz

Even though machine learning has become the major scene in dialogue research community, the real breakthrough has been blocked by the scale of data available. To address this fundamental obstacle, we introduce the Multi-Domain Wizard-of-Oz dataset (MultiWOZ), a fully-labeled collection of human-human written conversations spanning over multiple domains and topics. At a size of 10k dialogues, it is at least one order of magnitude larger than all previous annotated task-oriented corpora. The contribution of this work apart from the open-sourced dataset is two-fold:firstly, a detailed description of the data collection procedure along with a summary of data structure and analysis is provided.

DECISION MAKING DIALOGUE MANAGEMENT SPEECH RECOGNITION TASK-ORIENTED DIALOGUE SYSTEMS TEXT GENERATION

Strategic Dialogue Management via Deep Reinforcement Learning

25 Nov 2015cuayahuitl/SimpleDS

This paper describes a successful application of Deep Reinforcement Learning (DRL) for training intelligent agents with strategic conversational skills, in a situated dialogue setting.

DIALOGUE MANAGEMENT

Fully Statistical Neural Belief Tracking

ACL 2018 nmrksic/neural-belief-tracker

This paper proposes an improvement to the existing data-driven Neural Belief Tracking (NBT) framework for Dialogue State Tracking (DST).

DIALOGUE MANAGEMENT DIALOGUE STATE TRACKING SPOKEN LANGUAGE UNDERSTANDING WORD EMBEDDINGS

End-to-end optimization of goal-driven and visually grounded dialogue systems

15 Mar 2017GuessWhatGame/guesswhat

End-to-end design of dialogue systems has recently become a popular research topic thanks to powerful tools such as encoder-decoder architectures for sequence-to-sequence learning.

DIALOGUE MANAGEMENT VISUAL QUESTION ANSWERING

Modeling Multi-Action Policy for Task-Oriented Dialogues

IJCNLP 2019 leishu02/EMNLP2019_gCAS

Dialogue management (DM) plays a key role in the quality of the interaction with the user in a task-oriented dialogue system.

DIALOGUE MANAGEMENT

Are You for Real? Detecting Identity Fraud via Dialogue Interactions

IJCNLP 2019 Leechikara/Dialogue-Based-Anti-Fraud

In this paper, we focus on identity fraud detection in loan applications and propose to solve this problem with a novel interactive dialogue system which consists of two modules.

DIALOGUE MANAGEMENT FRAUD DETECTION

Emora STDM: A Versatile Framework for Innovative Dialogue System Development

11 Jun 2020emora-chat/emora_stdm

This demo paper presents Emora STDM (State Transition Dialogue Manager), a dialogue system development framework that provides novel workflows for rapid prototyping of chat-based dialogue managers as well as collaborative development of complex interactions.

DIALOGUE MANAGEMENT

Cascaded LSTMs based Deep Reinforcement Learning for Goal-driven Dialogue

31 Oct 2019Damcy/cascadeLSTMDRL

Dialogue embeddings are learned by a LSTM at the middle of the network, and updated by the feeding of all turn embeddings.

DIALOGUE MANAGEMENT NATURAL LANGUAGE UNDERSTANDING