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Goal-Oriented Dialog

15 papers with code ยท Natural Language Processing
Subtask of Dialogue

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Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation

15 May 2020

There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations.

GOAL-ORIENTED DIALOG

Large Scale Multi-Actor Generative Dialog Modeling

13 May 2020

This work introduces the Generative Conversation Control model, an augmented and fine-tuned GPT-2 language model that conditions on past reference conversations to probabilistically model multi-turn conversations in the actor's persona.

GOAL-ORIENTED DIALOG LANGUAGE MODELLING

End-to-End Slot Alignment and Recognition for Cross-Lingual NLU

29 Apr 2020

To this end, we construct a multilingual NLU corpus, MultiATIS++, by extending the Multilingual ATIS corpus to nine languages across various language families.

CROSS-LINGUAL TRANSFER GOAL-ORIENTED DIALOG INTENT CLASSIFICATION MACHINE TRANSLATION NATURAL LANGUAGE UNDERSTANDING WORD ALIGNMENT

Convo: What does conversational programming need? An exploration of machine learning interface design

3 Mar 2020

We found that users appreciated aspects of each system (e. g., voice-input efficiency, text-input precision) and that novice users were more optimistic about programming using voice-input than advanced users.

GOAL-ORIENTED DIALOG NATURAL LANGUAGE UNDERSTANDING SPEECH RECOGNITION

Sequential Neural Networks for Noetic End-to-End Response Selection

3 Mar 2020

The noetic end-to-end response selection challenge as one track in the 7th Dialog System Technology Challenges (DSTC7) aims to push the state of the art of utterance classification for real world goal-oriented dialog systems, for which participants need to select the correct next utterances from a set of candidates for the multi-turn context.

GOAL-ORIENTED DIALOG

NE-Table: A Neural key-value table for Named Entities

RANLP 2019

Many Natural Language Processing (NLP) tasks depend on using Named Entities (NEs) that are contained in texts and in external knowledge sources.

GOAL-ORIENTED DIALOG QUESTION ANSWERING READING COMPREHENSION WORD EMBEDDINGS

Knowledge-incorporating ESIM models for Response Selection in Retrieval-based Dialog Systems

11 Jul 2019

Goal-oriented dialog systems, which can be trained end-to-end without manually encoding domain-specific features, show tremendous promise in the customer support use-case e. g. flight booking, hotel reservation, technical support, student advising etc.

GOAL-ORIENTED DIALOG

SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking

ACL 2019

In goal-oriented dialog systems, belief trackers estimate the probability distribution of slot-values at every dialog turn.

GOAL-ORIENTED DIALOG

Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog

NAACL 2019

Neural network models have recently gained traction for sentence-level intent classification and token-based slot-label identification.

GOAL-ORIENTED DIALOG INTENT CLASSIFICATION INTENT DETECTION MULTI-LABEL CLASSIFICATION

Chat-crowd: A Dialog-based Platform for Visual Layout Composition

NAACL 2019

In this paper we introduce Chat-crowd, an interactive environment for visual layout composition via conversational interactions.

GOAL-ORIENTED DIALOG