Uncertainty Measures in Neural Belief Tracking and the Effects on
Dialogue Policy Performance

Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance

9 September 2021

Carel van Niekerk

Christian Geishauser

Papers citing "Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance"

8 / 8 papers shown

Title
Confidence Estimation for LLM-Based Dialogue State Tracking Yi-Jyun Sun Suvodip Dey Dilek Z. Hakkani-Tür Gökhan Tür 48 1 0 15 Sep 2024
Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation Shutong Feng Hsien-chin Lin Christian Geishauser Nurul Lubis Carel van Niekerk Michael Heck Benjamin Ruppik Renato Vukovic Milica Gašić 29 3 0 05 Aug 2024
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue Shutong Feng Nurul Lubis Benjamin Ruppik Christian Geishauser Michael Heck Hsien-chin Lin Carel van Niekerk Renato Vukovic Milica Gavsić 26 3 0 24 Aug 2023
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format Qi Zhu Christian Geishauser Hsien-Chin Lin Carel van Niekerk Baolin Peng ... Dazhen Wan Xiaochen Zhu Jianfeng Gao Milica Gavsić Minlie Huang 43 23 0 30 Nov 2022
"Do you follow me?": A Survey of Recent Approaches in Dialogue State Tracking Léo Jacqmin L. Rojas-Barahona Benoit Favre 34 27 0 29 Jul 2022
Dynamic Dialogue Policy for Continual Reinforcement Learning Christian Geishauser Carel van Niekerk Nurul Lubis Michael Heck Hsien-chin Lin Shutong Feng Milica Gavsić CLL OffRL 28 14 0 12 Apr 2022
Slot Self-Attentive Dialogue State Tracking Fanghua Ye Jarana Manotumruksa Qiang Zhang Shenghui Li Emine Yilmaz 35 63 0 22 Jan 2021
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 252 9,134 0 06 Jun 2015