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Recent advances and challenges in task-oriented dialog systems
Due to the significance and value in human-computer interaction and natural language
processing, task-oriented dialog systems are attracting more and more attention in both …
processing, task-oriented dialog systems are attracting more and more attention in both …
User simulation for evaluating information access systems
With the emergence of various information access systems exhibiting increasing complexity,
there is a critical need for sound and scalable means of automatic evaluation. To address …
there is a critical need for sound and scalable means of automatic evaluation. To address …
Survey on evaluation methods for dialogue systems
In this paper, we survey the methods and concepts developed for the evaluation of dialogue
systems. Evaluation, in and of itself, is a crucial part during the development process. Often …
systems. Evaluation, in and of itself, is a crucial part during the development process. Often …
Evaluating conversational recommender systems via user simulation
Conversational information access is an emerging research area. Currently, human
evaluation is used for end-to-end system evaluation, which is both very time and resource …
evaluation is used for end-to-end system evaluation, which is both very time and resource …
Sequence-to-sequence data augmentation for dialogue language understanding
In this paper, we study the problem of data augmentation for language understanding in task-
oriented dialogue system. In contrast to previous work which augments an utterance without …
oriented dialogue system. In contrast to previous work which augments an utterance without …
Think, act, and ask: Open-world interactive personalized robot navigation
Zero-Shot Object Navigation (ZSON) enables agents to navigate towards open-vocabulary
objects in unknown environments. The existing works of ZSON mainly focus on following …
objects in unknown environments. The existing works of ZSON mainly focus on following …
Simulating user satisfaction for the evaluation of task-oriented dialogue systems
Evaluation is crucial in the development process of task-oriented dialogue systems. As an
evaluation method, user simulation allows us to tackle issues such as scalability and cost …
evaluation method, user simulation allows us to tackle issues such as scalability and cost …
Transferable dialogue systems and user simulators
One of the difficulties in training dialogue systems is the lack of training data. We explore the
possibility of creating dialogue data through the interaction between a dialogue system and …
possibility of creating dialogue data through the interaction between a dialogue system and …
Convlab: Multi-domain end-to-end dialog system platform
We present ConvLab, an open-source multi-domain end-to-end dialog system platform, that
enables researchers to quickly set up experiments with reusable components and compare …
enables researchers to quickly set up experiments with reusable components and compare …
Multi-agent task-oriented dialog policy learning with role-aware reward decomposition
Many studies have applied reinforcement learning to train a dialog policy and show great
promise these years. One common approach is to employ a user simulator to obtain a large …
promise these years. One common approach is to employ a user simulator to obtain a large …