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4th ConvAI@ACL 2022: Dublin, Ireland
- Bing Liu, Alexandros Papangelis, Stefan Ultes, Abhinav Rastogi, Yun-Nung Chen, Georgios Spithourakis, Elnaz Nouri, Weiyan Shi:

Proceedings of the 4th Workshop on NLP for Conversational AI, ConvAI@ACL 2022, Dublin, Ireland, May 27, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-46-9 - Jing Yang Lee, Kong Aik Lee, Woon-Seng Gan:

A Randomized Link Transformer for Diverse Open-Domain Dialogue Generation. 1-11 - Jianguo Zhang, Kazuma Hashimoto, Yao Wan, Zhiwei Liu, Ye Liu, Caiming Xiong, Philip S. Yu:

Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection. 12-20 - Yin-Hsiang Liao, Ruo-Ping Dong, Huan-Cheng Chang, Wilson Ma:

Conversational AI for Positive-sum Retailing under Falsehood Control. 21-33 - Alon Albalak, Varun Embar, Yi-Lin Tuan, Lise Getoor, William Yang Wang:

D-REX: Dialogue Relation Extraction with Explanations. 34-46 - Gaurav Sahu, Pau Rodríguez, Issam H. Laradji, Parmida Atighehchian, David Vázquez, Dzmitry Bahdanau:

Data Augmentation for Intent Classification with Off-the-shelf Large Language Models. 47-57 - Zhilin Wang, Xuhui Zhou, Rik Koncel-Kedziorski, Alex Marin, Fei Xia:

Extracting and Inferring Personal Attributes from Dialogue. 58-69 - Marco Del Tredici, Xiaoyu Shen, Gianni Barlacchi, Bill Byrne

, Adrià de Gispert:
From Rewriting to Remembering: Common Ground for Conversational QA Models. 70-76 - Eric Michael Smith, Orion Hsu, Rebecca Qian, Stephen Roller, Y-Lan Boureau, Jason Weston:

Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agents. 77-97 - Rajdeep Sarkar, Mihael Arcan, John P. McCrae:

KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings. 98-107 - Anna Sauer, Shima Asaadi, Fabian Küch:

Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains. 108-119 - Zhiqi Huang, Milind Rao, Anirudh Raju, Zhe Zhang, Bach Bui, Chul Lee:

MTL-SLT: Multi-Task Learning for Spoken Language Tasks. 120-130 - Anirudh Sundar, Larry Heck:

Multimodal Conversational AI: A Survey of Datasets and Approaches. 131-147 - Katharina Kann, Abteen Ebrahimi, Joewie J. Koh

, Shiran Dudy, Alessandro Roncone:
Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do Next. 148-165 - Ian Berlot-Attwell, Frank Rudzicz:

Relevance in Dialogue: Is Less More? An Empirical Comparison of Existing Metrics, and a Novel Simple Metric. 166-183 - Vivek Gupta, Akshat Shrivastava, Adithya Sagar, Armen Aghajanyan, Denis Savenkov:

RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing. 184-196 - Sougata Saha, Souvik Das, Rohini K. Srihari:

Stylistic Response Generation by Controlling Personality Traits and Intent. 197-211 - Tong Zhang, Yong Liu, Boyang Li, Peixiang Zhong, Chen Zhang, Hao Wang, Chunyan Miao:

Toward Knowledge-Enriched Conversational Recommendation Systems. 212-217 - Seungju Han, Beomsu Kim, Seokjun Seo, Enkhbayar Erdenee, Buru Chang:

Understanding and Improving the Exemplar-based Generation for Open-domain Conversation. 218-230

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