NLP for Conversational AI
Co-located with ACL 2022
Accepted papers
Best Paper Awards
Best Paper
Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agents
Eric Michael Smith, Orion Hsu, Rebecca Qian, Stephen Roller, Y-Lan Boureau, Jason E Weston
Outstanding Papers
RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing
Vivek Gupta, Akshat Shrivastava, Adithya Sagar, Armen Aghajanyan, Denis Savenkov
Understanding and Improving the Exemplar-based Generation for Open-domain Conversation
Seungju Han, Beomsu Kim, Seokjun Seo, Enkhbayar Erdenee, Buru Chang
Accepted papers
Oral Papers
Conversational AI for Positive-sum Retailing under Falsehood Control
Yin-Hsiang Liao, Ruo-Ping Dong, Huan-Cheng Chang, Wilson Ma
Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agents
Eric Michael Smith, Orion Hsu, Rebecca Qian, Stephen Roller, Y-Lan Boureau, Jason E Weston
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings
Rajdeep Sarkar, Mihael Arcan, John Philip McCrae
Multimodal Conversational AI: A Survey of Datasets and Approaches
Anirudh S Sundar, Larry Heck
RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing
Vivek Gupta, Akshat Shrivastava, Adithya Sagar, Armen Aghajanyan, Denis Savenkov
Understanding and Improving the Exemplar-based Generation for Open-domain Conversation
Seungju Han, Beomsu Kim, Seokjun Seo, Enkhbayar Erdenee, Buru Chang
Poster Papers
Extracting and Inferring Personal Attributes from Dialogue
Zhilin Wang, Xuhui Zhou, Rik Koncel-Kedziorski, Alex Marin, Fei Xia
From Rewriting to Remembering: Common Ground for Conversational QA Models
Marco Del Tredici, Xiaoyu Shen, Gianni Barlacchi, Bill Byrne, Adrià de Gispert
D-REX: Dialogue Relation Extraction with Explanations
Alon Albalak, Varun R. Embar, Yi-Lin Tuan, Lise Getoor, William Yang Wang
A Randomized Link Transformer for Diverse Open-Domain Dialogue Generation
Jing Yang Lee, Kong Aik Lee, Woon Seng Gan
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains
Anna Sauer, Shima Asaadi, Fabian Kuech
Relevance in Dialogue: Is Less More? An Empirical Comparison of Existing Metrics, and a Novel Simple Metric
Ian Berlot-Attwell, Frank Rudzicz
Stylistic Response Generation by Controlling Personality Traits and Intent
Sougata Saha, Souvik Das, Rohini Srihari
Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do Next
Katharina Kann, Abteen Ebrahimi, Joewie J. Koh, Shiran Dudy, Alessandro Roncone
MTL-SLT: Multi-Task Learning for Spoken Language Tasks
Zhiqi Huang, Milind Rao, Anirudh Raju, Zhe Zhang, Bach Bui, Chul Lee
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models
Gaurav Sahu, Pau Rodriguez, Issam H. Laradji, Parmida Atighehchian, David Vazquez, Dzmitry Bahdanau
Toward Knowledge-Enriched Conversational Recommendation Systems
Tong Zhang, Yong Liu, Boyang Li, Peixiang Zhong, Chen Zhang, Hao Wang, Chunyan Miao
Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection
Jianguo Zhang, Kazuma Hashimoto, Yao Wan, Zhiwei Liu, Ye Liu, Caiming Xiong, Philip S. Yu