---
title: "Workshop on Natural Language Processing for Conversational"
description: "Workshop on Natural Language Processing for Conversational AI 2022 — accepted papers: 1 paper in the Elamur Research library (Dublin…"
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# 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.

[**18** papers in the proceedings](#all) · [**1** work in our library](https://md.research.elamur.ai/free/en/venues/nlp4convai/2022/#works) · [**131** citations of these works](https://md.research.elamur.ai/free/en/venues/nlp4convai/2022/#works)**Dublin, Ireland** where it was held**May 2022** when

## 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 Models](https://md.research.elamur.ai/free/en/papers/sahu-2022-data-augmentation-intent-classification-off/)**Gaurav 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 agents](https://aclanthology.org/2022.nlp4convai-1.8/)**Eric Smith, Orion Hsu, Rebecca Qian et al.*38 citations*
3. **[Multimodal Conversational AI: A Survey of Datasets and Approaches](https://aclanthology.org/2022.nlp4convai-1.12/)**Anirudh Sundar, Larry Heck*34 citations*
4. **[Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection](https://aclanthology.org/2022.nlp4convai-1.2/)**Jianguo Zhang, Kazuma Hashimoto, Yao Wan et al.*26 citations*
5. **[Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do Next](https://aclanthology.org/2022.nlp4convai-1.13/)**Katharina Kann, Abteen Ebrahimi, Joewie Koh et al.*23 citations*
6. **[Toward Knowledge-Enriched Conversational Recommendation Systems](https://aclanthology.org/2022.nlp4convai-1.17/)**Tong 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 Domains](https://aclanthology.org/2022.nlp4convai-1.10/)**Anna Sauer, Shima Asaadi, Fabian Küch*15 citations*
8. **[MTL-SLT: Multi-Task Learning for Spoken Language Tasks](https://aclanthology.org/2022.nlp4convai-1.11/)**Zhiqi Huang, Milind Rao, Anirudh Raju et al.*12 citations*
9. **[RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing](https://aclanthology.org/2022.nlp4convai-1.15/)**Vivek Gupta, Akshat Shrivastava, Adithya Sagar et al.*12 citations*
10. **[Extracting and Inferring Personal Attributes from Dialogue](https://aclanthology.org/2022.nlp4convai-1.6/)**Zhilin 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 Models](https://md.research.elamur.ai/free/en/papers/sahu-2022-data-augmentation-intent-classification-off/)**Gaurav 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 agents](https://aclanthology.org/2022.nlp4convai-1.8/)**Eric Smith, Orion Hsu, Rebecca Qian et al.*38 citations*
3. **[Multimodal Conversational AI: A Survey of Datasets and Approaches](https://aclanthology.org/2022.nlp4convai-1.12/)**Anirudh Sundar, Larry Heck*34 citations*
4. **[Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection](https://aclanthology.org/2022.nlp4convai-1.2/)**Jianguo Zhang, Kazuma Hashimoto, Yao Wan et al.*26 citations*
5. **[Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do Next](https://aclanthology.org/2022.nlp4convai-1.13/)**Katharina Kann, Abteen Ebrahimi, Joewie Koh et al.*23 citations*
6. **[Toward Knowledge-Enriched Conversational Recommendation Systems](https://aclanthology.org/2022.nlp4convai-1.17/)**Tong 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 Domains](https://aclanthology.org/2022.nlp4convai-1.10/)**Anna Sauer, Shima Asaadi, Fabian Küch*15 citations*
8. **[MTL-SLT: Multi-Task Learning for Spoken Language Tasks](https://aclanthology.org/2022.nlp4convai-1.11/)**Zhiqi Huang, Milind Rao, Anirudh Raju et al.*12 citations*
9. **[RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing](https://aclanthology.org/2022.nlp4convai-1.15/)**Vivek Gupta, Akshat Shrivastava, Adithya Sagar et al.*12 citations*
10. **[Extracting and Inferring Personal Attributes from Dialogue](https://aclanthology.org/2022.nlp4convai-1.6/)**Zhilin Wang, Xuhui Zhou, Rik Koncel-Kedziorski et al.*9 citations*
11. **[D-REX: Dialogue Relation Extraction with Explanations](https://aclanthology.org/2022.nlp4convai-1.4/)**Alon Albalak, Varun Embar, Yi-Lin Tuan et al.*7 citations*
12. **[From Rewriting to Remembering: Common Ground for Conversational QA Models](https://aclanthology.org/2022.nlp4convai-1.7/)**Marco Del Tredici, Xiaoyu Shen, Gianni Barlacchi et al.*5 citations*
13. **[KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings](https://aclanthology.org/2022.nlp4convai-1.9/)**Rajdeep Sarkar, Mihael Arcan, John P. McCrae*5 citations*
14. **[Stylistic Response Generation by Controlling Personality Traits and Intent](https://aclanthology.org/2022.nlp4convai-1.16/)**Sougata Saha, Souvik Das, Rohini Srihari*5 citations*
15. **[Relevance in Dialogue: Is Less More? An Empirical Comparison of Existing Metrics, and a Novel Simple Metric](https://aclanthology.org/2022.nlp4convai-1.14/)**Ian Berlot-Attwell, Frank Rudzicz*3 citations*
16. **[A Randomized Link Transformer for Diverse Open-Domain Dialogue Generation](https://aclanthology.org/2022.nlp4convai-1.1/)**Jing Yang Lee, Kong Aik Lee, Woon Seng Gan*2 citations*
17. **[Understanding and Improving the Exemplar-based Generation for Open-domain Conversation](https://aclanthology.org/2022.nlp4convai-1.18/)**Seungju Han, Beomsu Kim, Seokjun Seo et al.*2 citations*
18. **[Conversational AI for Positive-sum Retailing under Falsehood Control](https://aclanthology.org/2022.nlp4convai-1.3/)**Yin-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 Models](https://md.research.elamur.ai/free/en/papers/sahu-2022-data-augmentation-intent-classification-off/) [Workshop on Natural Language Processing for Conversational AI](https://md.research.elamur.ai/free/en/venues/nlp4convai/)**Gaurav 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)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Dialogue systems (1)](https://md.research.elamur.ai/free/en/topics/dialogue-systems/)

## Fields

[Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (1)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

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

[🧑‍🔬**Dzmitry Bahdanau**1 work here · 131 citations](https://md.research.elamur.ai/free/en/authors/dzmitry-bahdanau/)

## Top institutions

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

[🎓**University of Waterloo** Waterloo · Canada 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-waterloo/) · [🏢**ServiceNow** Santa Clara · United States 1 work here](https://md.research.elamur.ai/free/en/companies/servicenow/)

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

- [← previous Workshop on Natural Language Processing for Conversational AI 2021](https://md.research.elamur.ai/free/en/venues/nlp4convai/2021/)
- [↑ back to Workshop on Natural Language Processing for Conversational AI](https://md.research.elamur.ai/free/en/venues/nlp4convai/)