📰 Workshop on Natural Language Processing for Conversational AI 2020 — accepted papers

Workshop on Natural Language Processing for Conversational AI 2020 is the 2020 edition of the Workshop on Natural Language Processing for Conversational AI, held in Online, July 2020 (publisher: Association for Computational Linguistics). The ACL Anthology lists 15 papers of it; our library holds 2 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Most cited papers

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

1. Efficient Intent Detection with Dual Sentence EncodersIñigo Casanueva, Tadas Temčinas, Daniela Gerz et al.336 citations · our summary
2. MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking BaselinesXiaoxue Zang, Abhinav Rastogi, Srinivas Sunkara et al.188 citations · our summary
3. From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap ↗Shuyang Gao, Sanchit Agarwal, Di Jin et al.55 citations
4. Learning to Classify Intents and Slot Labels Given a Handful of Examples ↗Jason Krone, Yi Zhang, Mona Diab46 citations
5. DLGNet: A Transformer-based Model for Dialogue Response Generation ↗Olabiyi Oluwatobi, Erik Mueller22 citations
6. Data Augmentation for Training Dialog Models Robust to Speech Recognition Errors ↗Longshaokan Wang, Maryam Fazel-Zarandi, Aditya Tiwari et al.22 citations
7. CopyBERT: A Unified Approach to Question Generation with Self-Attention ↗Stalin Varanasi, Saadullah Amin, Guenter Neumann9 citations
8. How to Tame Your Data: Data Augmentation for Dialog State Tracking ↗Adam Summerville, Jordan Hashemi, James Ryan et al.8 citations
9. Sketch-Fill-A-R: A Persona-Grounded Chit-Chat Generation Framework ↗Michael Shum, Stephan Zheng, Wojciech Kryscinski et al.8 citations
10. Improving Slot Filling by Utilizing Contextual Information ↗Amir Pouran Ben Veyseh, Franck Dernoncourt, Thien Huu Nguyen6 citations

All accepted papers (15)

The most cited first; 2 with our summary link to their page here, the others to the original.

1. Efficient Intent Detection with Dual Sentence EncodersIñigo Casanueva, Tadas Temčinas, Daniela Gerz et al.336 citations · our summary
2. MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking BaselinesXiaoxue Zang, Abhinav Rastogi, Srinivas Sunkara et al.188 citations · our summary
3. From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap ↗Shuyang Gao, Sanchit Agarwal, Di Jin et al.55 citations
4. Learning to Classify Intents and Slot Labels Given a Handful of Examples ↗Jason Krone, Yi Zhang, Mona Diab46 citations
5. DLGNet: A Transformer-based Model for Dialogue Response Generation ↗Olabiyi Oluwatobi, Erik Mueller22 citations
6. Data Augmentation for Training Dialog Models Robust to Speech Recognition Errors ↗Longshaokan Wang, Maryam Fazel-Zarandi, Aditya Tiwari et al.22 citations
7. CopyBERT: A Unified Approach to Question Generation with Self-Attention ↗Stalin Varanasi, Saadullah Amin, Guenter Neumann9 citations
8. How to Tame Your Data: Data Augmentation for Dialog State Tracking ↗Adam Summerville, Jordan Hashemi, James Ryan et al.8 citations
9. Sketch-Fill-A-R: A Persona-Grounded Chit-Chat Generation Framework ↗Michael Shum, Stephan Zheng, Wojciech Kryscinski et al.8 citations
10. Improving Slot Filling by Utilizing Contextual Information ↗Amir Pouran Ben Veyseh, Franck Dernoncourt, Thien Huu Nguyen6 citations
11. Probing Neural Dialog Models for Conversational Understanding ↗Abdelrhman Saleh, Tovly Deutsch, Stephen Casper et al.5 citations
12. Using Alternate Representations of Text for Natural Language Understanding ↗Venkat Varada, Charith Peris, Yangsook Park et al.1 citation
13. Accelerating Natural Language Understanding in Task-Oriented Dialog ↗Ojas Ahuja, Shrey Desai
14. Automating Template Creation for Ranking-Based Dialogue Models ↗Jingxiang Chen, Heba Elfardy, Simi Wang et al.
15. On Incorporating Structural Information to improve Dialogue Response Generation ↗Nikita Moghe, Priyesh Vijayan, Balaraman Ravindran et al.

📄 Papers with our summary in our library (2)

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

1. Efficient Intent Detection with Dual Sentence EncodersWorkshop on Natural Language Processing for Conversational AIIñigo Casanueva, Tadas Temčinas, Daniela Gerz, et al.2020 · 623 citations
2. MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking BaselinesWorkshop on Natural Language Processing for Conversational AIXiaoxue Zang, Abhinav Rastogi, Srinivas Sunkara, et al.2020 · 335 citations

🧭 Top topics

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

🗨️Dialogue systems (1)

📚 Fields

🎭Arts and Humanities (2)🖥️Computer Science (2)

🧑‍🔬 Top authors

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

🏛️ Top institutions

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

🏢GoogleMountain View · United States1 work here

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

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