Search Results for author: Qianrui Zhou

Found 5 papers, 5 papers with code

MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations

1 code implementation16 Mar 2024 Hanlei Zhang, Xin Wang, Hua Xu, Qianrui Zhou, Kai Gao, Jianhua Su, jinyue Zhao, Wenrui Li, Yanting Chen

We believe that MIntRec2. 0 will serve as a valuable resource, providing a pioneering foundation for research in human-machine conversational interactions, and significantly facilitating related applications.

Multimodal Intent Recognition

Token-Level Contrastive Learning with Modality-Aware Prompting for Multimodal Intent Recognition

1 code implementation22 Dec 2023 Qianrui Zhou, Hua Xu, Hao Li, Hanlei Zhang, Xiaohan Zhang, Yifan Wang, Kai Gao

To establish an optimal multimodal semantic environment for text modality, we develop a modality-aware prompting module (MAP), which effectively aligns and fuses features from text, video and audio modalities with similarity-based modality alignment and cross-modality attention mechanism.

Contrastive Learning Multimodal Intent Recognition

Learning Discriminative Representations and Decision Boundaries for Open Intent Detection

1 code implementation11 Mar 2022 Hanlei Zhang, Hua Xu, Shaojie Zhao, Qianrui Zhou

To address these issues, this paper presents an original framework called DA-ADB, which successively learns distance-aware intent representations and adaptive decision boundaries for open intent detection.

Natural Language Understanding Open Intent Detection

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