Elamur Research⌕
☰
home / venues / Workshop on Natural Language Processing… / 2022

Workshop on Natural Language Processing for Conversational AI 2022 — accepted papers

Workshop on Natural Language Processing for Conversational AI 2022 is the 2022 edition of the Workshop on Natural Language Processing for Conversational AI, held in Dublin, Ireland, May 2022 (publisher: Association for Computational Linguistics). The ACL Anthology lists 18 papers of it; our library holds 1 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

 18papers in the proceedings 1work in our library 131citations of these works Dublin, Irelandwhere it was held May 2022when

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

  1. Data Augmentation for Intent Classification with Off-the-shelf Large Language ModelsGaurav Sahu, Pau Rodriguez, Issam Laradji et al.66 citations · our summary
  2. Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agentsEric Smith, Orion Hsu, Rebecca Qian et al.38 citations
  3. Multimodal Conversational AI: A Survey of Datasets and ApproachesAnirudh Sundar, Larry Heck34 citations
  4. Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent DetectionJianguo Zhang, Kazuma Hashimoto, Yao Wan et al.26 citations
  5. Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do NextKatharina Kann, Abteen Ebrahimi, Joewie Koh et al.23 citations
  6. Toward Knowledge-Enriched Conversational Recommendation SystemsTong Zhang, Yong Liu, Boyang Li et al.21 citations
  7. Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across DomainsAnna Sauer, Shima Asaadi, Fabian Küch15 citations
  8. MTL-SLT: Multi-Task Learning for Spoken Language TasksZhiqi Huang, Milind Rao, Anirudh Raju et al.12 citations
  9. RetroNLU: Retrieval Augmented Task-Oriented Semantic ParsingVivek Gupta, Akshat Shrivastava, Adithya Sagar et al.12 citations
  10. Extracting and Inferring Personal Attributes from DialogueZhilin Wang, Xuhui Zhou, Rik Koncel-Kedziorski et al.9 citations

All accepted papers (18)

The most cited first; 1 with our summary link to their page here, the others to the original.

  1. Data Augmentation for Intent Classification with Off-the-shelf Large Language ModelsGaurav Sahu, Pau Rodriguez, Issam Laradji et al.66 citations · our summary
  2. Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agentsEric Smith, Orion Hsu, Rebecca Qian et al.38 citations
  3. Multimodal Conversational AI: A Survey of Datasets and ApproachesAnirudh Sundar, Larry Heck34 citations
  4. Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent DetectionJianguo Zhang, Kazuma Hashimoto, Yao Wan et al.26 citations
  5. Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do NextKatharina Kann, Abteen Ebrahimi, Joewie Koh et al.23 citations
  6. Toward Knowledge-Enriched Conversational Recommendation SystemsTong Zhang, Yong Liu, Boyang Li et al.21 citations
  7. Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across DomainsAnna Sauer, Shima Asaadi, Fabian Küch15 citations
  8. MTL-SLT: Multi-Task Learning for Spoken Language TasksZhiqi Huang, Milind Rao, Anirudh Raju et al.12 citations
  9. RetroNLU: Retrieval Augmented Task-Oriented Semantic ParsingVivek Gupta, Akshat Shrivastava, Adithya Sagar et al.12 citations
  10. Extracting and Inferring Personal Attributes from DialogueZhilin Wang, Xuhui Zhou, Rik Koncel-Kedziorski et al.9 citations
  11. D-REX: Dialogue Relation Extraction with ExplanationsAlon Albalak, Varun Embar, Yi-Lin Tuan et al.7 citations
  12. From Rewriting to Remembering: Common Ground for Conversational QA ModelsMarco Del Tredici, Xiaoyu Shen, Gianni Barlacchi et al.5 citations
  13. KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsRajdeep Sarkar, Mihael Arcan, John P. McCrae5 citations
  14. Stylistic Response Generation by Controlling Personality Traits and IntentSougata Saha, Souvik Das, Rohini Srihari5 citations
  15. Relevance in Dialogue: Is Less More? An Empirical Comparison of Existing Metrics, and a Novel Simple MetricIan Berlot-Attwell, Frank Rudzicz3 citations
  16. A Randomized Link Transformer for Diverse Open-Domain Dialogue GenerationJing Yang Lee, Kong Aik Lee, Woon Seng Gan2 citations
  17. Understanding and Improving the Exemplar-based Generation for Open-domain ConversationSeungju Han, Beomsu Kim, Seokjun Seo et al.2 citations
  18. Conversational AI for Positive-sum Retailing under Falsehood ControlYin-Hsiang Liao, Ruo-Ping Dong, Huan-Cheng Chang et al.

 Papers with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

  1. Data Augmentation for Intent Classification with Off-the-shelf Large Language ModelsGaurav Sahu, Pau Rodriguez, Issam Laradji, et al.2022 · 131 citations

 Top topics

Topics of its works in our library, with the number of works on each.

Language models & pretraining (1)Dialogue systems (1)

 Fields

Arts and Humanities (1)Computer Science (1)

 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🧑‍🔬Dzmitry Bahdanau1 work here · 131 citations

 Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓University of WaterlooWaterloo · Canada1 work here🏢ServiceNowSanta Clara · United States1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/venues/nlp4convai/2022/