Papers Open Intent Discovery

“Open Intent Discovery” 태그가 달린 논문 7편 · 필터 해제

Pseudo-Label Enhanced Prototypical Contrastive Learning for Uniformed Intent Discovery

2024-10-26 · Yimin Deng, Yuxia Wu, Guoshuai Zhao, Li Zhu 외

New intent discovery is a crucial capability for task-oriented dialogue systems. Existing methods focus on transferring in-domain (IND) prior knowledge to out-of-domain (OOD) data through pre-training and clustering stag…

Clustering Contrastive Learning Intent Discovery Open Intent Discovery+3

Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering

2022-07-01 · NAACL 2022 7 · Rajat Kumar, Mayur Patidar, Vaibhav Varshney, Lovekesh Vig 외

Intent Detection is a crucial component of Dialogue Systems wherein the objective is to classify a user utterance into one of multiple pre-defined intents. A pre-requisite for developing an effective intent identifier is…

Clustering Intent Detection Intent Discovery Open Intent Discovery+2

TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition

2021-09-13 · ACL 2021 5 · Hanlei Zhang, Xiaoteng Li, Hua Xu, Panpan Zhang 외

TEXTOIR is the first integrated and visualized platform for text open intent recognition. It is composed of two main modules: open intent detection and open intent discovery. Each module integrates most of the state-of-t…

Intent Detection Intent Discovery Intent Recognition Management+2

Open Intent Discovery through Unsupervised Semantic Clustering and Dependency Parsing

2021-04-25 · PengFei Liu, Youzhang Ning, King Keung Wu, Kun Li 외

Intent understanding plays an important role in dialog systems, and is typically formulated as a supervised learning problem. However, it is challenging and time-consuming to design the intents for a new domain from scra…

Clustering Dependency Parsing Intent Discovery Open Intent Discovery+2

Discovering New Intents with Deep Aligned Clustering

2020-12-16 · Hanlei Zhang, Hua Xu, Ting-En Lin, Rui Lyu

Discovering new intents is a crucial task in dialogue systems. Most existing methods are limited in transferring the prior knowledge from known intents to new intents. They also have difficulties in providing high-qualit…

Clustering Open Intent Discovery Short Text Clustering Text Clustering

Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement

2019-11-20 · Ting-En Lin, Hua Xu, Hanlei Zhang

Identifying new user intents is an essential task in the dialogue system. However, it is hard to get satisfying clustering results since the definition of intents is strongly guided by prior knowledge. Existing methods i…

Clustering Open Intent Discovery Short Text Clustering Text Clustering

Towards Open Intent Discovery for Conversational Text

2019-04-17 · Nikhita Vedula, Nedim Lipka, Pranav Maneriker, Srinivasan Parthasarathy

Detecting and identifying user intent from text, both written and spoken, plays an important role in modelling and understand dialogs. Existing research for intent discovery model it as a classification task with a prede…

Intent Discovery Open Intent Discovery