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Dialogue Topic Segmentation (DTS) plays an essential role in a variety of dialogue modeling tasks.
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MultiWOZ-A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing . 5016–5026
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Learning to Rank Question-Answer Pairs Using Hierarchical Recurrent Encoder with Latent Topic Clustering. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers) . 1575–1584
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) . 4171–4186
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Evaluating Coherence in Dialogue Systems using Entailment. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) . 3806–3812
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Unsupervised summarization for chat logs with topic-oriented ranking and context-aware auto-encoders. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 35. 14674–14682
Yicheng Zou, Jun Lin, Lujun Zhao, Yangyang Kang, Zhuoren Jiang, Changlong Sun, Qi Zhang, Xuanjing Huang, and Xiaozhong Liu. 2021 · 2021
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CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation
Yinpei Dai, Wanwei He, Bowen Li, Yuchuan Wu, Zheng Cao, Zhongqi An, Jian Sun, and Yongbin Li. 2022 · 2022
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Space-3: Unified dialog model pre-training for task-oriented dialog understanding and generation
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) . 3982–3992
Nils Reimers and Iryna Gurevych. 2019 · 2019
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Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue Summarization. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . 4106–4118
Jiaao Chen and Diyi Yang. 2020 · 2020
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doc2dial: A Goal-Oriented Document-Grounded Dialogue Dataset. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . 8118–8128
Song Feng, Hui Wan, Chulaka Gunasekara, Siva Patel, Sachindra Joshi, and Luis Lastras. 2020 · 2020
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Discovering new intents via constrained deep adaptive clustering with cluster refinement. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 34. 8360–8367
Ting-En Lin, Hua Xu, and Hanlei Zhang. 2020 · 2020
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SimCSE: Simple Contrastive Learning of Sentence Embeddings. In 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021 . Association for Computational Linguistics (ACL), 6894–6910
Tianyu Gao, Xingcheng Yao, and Danqi Chen. 2021 · 2021
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Transformer over Pre-trained Transformer for Neural Text Segmentation with Enhanced Topic Coherence
Kelvin Lo, Yuan Jin, Weicong Tan, Ming Liu, Lan Du, and Wray Buntine. 2021 · 2021
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Improving abstractive dialogue summarization with hierarchical pretraining and topic segment. In Findings of the Association for Computational Linguistics: EMNLP 2021 . 1121–1130
MengNan Qi, Hao Liu, YuZhuo Fu, and Ting Liu. 2021 · 2021
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Unsupervised Topic Segmentation of Meetings with BERT Embeddings
Alessandro Solbiati, Kevin Heffernan, Georgios Damaskinos, Shivani Poddar, Shubham Modi, and Jacques Cali. 2021 · 2021
Cited alongside, same era.
Improving Unsupervised Dialogue Topic Segmentation with Utterance-Pair Coherence Scoring. In Proceedings of the 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue . 167–177
Linzi Xing and Giuseppe Carenini. 2021 · 2021
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UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
Guimin Hu, Ting-En Lin, Yi Zhao, Guangming Lu, Yuchuan Wu, and Yongbin Li. 2022 · 2022
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Structured Summarization: Unified Text Segmentation and Segment Labeling as a Generation Task
Hakan Inan, Rashi Rungta, and Yashar Mehdad. 2022 · 2022
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Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue Systems. In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining . 3299–3308
Ting-En Lin, Yuchuan Wu, Fei Huang, Luo Si, Jian Sun, and Yongbin Li. 2022 · 2022
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Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings
Che Liu, Rui Wang, Junfeng Jiang, Yongbin Li, and Fei Huang. 2022 · 2022
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Dialogue Topic Segmentation via Parallel Extraction Network with Neighbor Smoothing. In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval . 2126–2131
Jinxiong Xia, Cao Liu, Jiansong Chen, Yuchen Li, Fan Yang, Xunliang Cai, Guanglu Wan, and Houfeng Wang. 2022 · 2022
Later among the works it cites.
A slot is not built in one utterance: Spoken language dialogs with sub-slots
Sai Zhang, Yuwei Hu, Yuchuan Wu, Jiaman Wu, Yongbin Li, Jian Sun, Caixia Yuan, and Xiaojie Wang. 2022 · 2022
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Dialoglm: Pre-trained model for long dialogue understanding and summarization. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 36. 11765–11773
Ming Zhong, Yang Liu, Yichong Xu, Chenguang Zhu, and Michael Zeng. 2022 · 2022
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Empathetic Response Generation via Emotion Cause Transition Graph
Yushan Qian, Bo Wang, Ting-En Lin, Yinhe Zheng, Ying Zhu, Dongming Zhao, Yuexian Hou, Yuchuan Wu, and Yongbin Li. 2023 · 2023
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