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Greatest papers with code

Scalable Multi-Domain Dialogue State Tracking

29 Dec 2017google-research-datasets/simulated-dialogue

We introduce a novel framework for state tracking which is independent of the slot value set, and represent the dialogue state as a distribution over a set of values of interest (candidate set) derived from the dialogue history or knowledge.

DIALOGUE STATE TRACKING MULTI-DOMAIN DIALOGUE STATE TRACKING TASK-ORIENTED DIALOGUE SYSTEMS TRANSFER LEARNING

Global-Locally Self-Attentive Dialogue State Tracker

19 May 2018salesforce/glad

Dialogue state tracking, which estimates user goals and requests given the dialogue context, is an essential part of task-oriented dialogue systems.

DIALOGUE STATE TRACKING MULTI-DOMAIN DIALOGUE STATE TRACKING TASK-ORIENTED DIALOGUE SYSTEMS

Efficient Dialogue State Tracking by Selectively Overwriting Memory

ACL 2020 clovaai/som-dst

This mechanism consists of two steps: (1) predicting state operation on each of the memory slots, and (2) overwriting the memory with new values, of which only a few are generated according to the predicted state operations.

DIALOGUE STATE TRACKING MULTI-DOMAIN DIALOGUE STATE TRACKING

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

ACL 2019 SKTBrain/SUMBT

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

GOAL-ORIENTED DIALOG MULTI-DOMAIN DIALOGUE STATE TRACKING

Non-Autoregressive Dialog State Tracking

ICLR 2020 henryhungle/NADST

Recent efforts in Dialogue State Tracking (DST) for task-oriented dialogues have progressed toward open-vocabulary or generation-based approaches where the models can generate slot value candidates from the dialogue history itself.

DIALOGUE STATE TRACKING MULTI-DOMAIN DIALOGUE STATE TRACKING

A Contextual Hierarchical Attention Network with Adaptive Objective for Dialogue State Tracking

ACL 2020 smartyfh/CHAN-DST

Recent studies in dialogue state tracking (DST) leverage historical information to determine states which are generally represented as slot-value pairs.

DIALOGUE STATE TRACKING MULTI-DOMAIN DIALOGUE STATE TRACKING