---
title: "Workshop on Natural Language Processing for Conversational AI"
description: "All 27 papers of Workshop on Natural Language Processing for Conversational AI 2021, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/nlp4convai/2021/papers/"
---
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# Workshop on Natural Language Processing for Conversational AI 2021: all accepted papers

27 papers · the most cited first · [← Workshop on Natural Language Processing for Conversational AI 2021](https://md.research.elamur.ai/free/en/venues/nlp4convai/2021/)

1. **[Investigating Pretrained Language Models for Graph-to-Text Generation](https://md.research.elamur.ai/free/en/papers/ribeiro-2021-investigating-pretrained-language-models-graph/)**Leonardo F. R. Ribeiro, Martin Schmitt, Hinrich Schütze et al.*133 citations · our summary*
2. **[XPersona: Evaluating Multilingual Personalized Chatbot ↗](https://aclanthology.org/2021.nlp4convai-1.10/)**Zhaojiang Lin, Zihan Liu, Genta Indra Winata et al.*52 citations*
3. **[AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models ↗](https://aclanthology.org/2021.nlp4convai-1.19/)**Jonáš Kulhánek, Vojtěch Hudeček, Tomáš Nekvinda et al.*29 citations*
4. **[Amendable Generation for Dialogue State Tracking ↗](https://aclanthology.org/2021.nlp4convai-1.8/)**Xin Tian, Liankai Huang, Yingzhan Lin et al.*26 citations*
5. **[Personalized Search-based Query Rewrite System for Conversational AI ↗](https://aclanthology.org/2021.nlp4convai-1.17/)**Eunah Cho, Ziyan Jiang, Jie Hao et al.*16 citations*
6. **[Semi-supervised Intent Discovery with Contrastive Learning ↗](https://aclanthology.org/2021.nlp4convai-1.12/)**Xiang Shen, Yinge Sun, Yao Zhang et al.*14 citations*
7. **[CS-BERT: a pretrained model for customer service dialogues ↗](https://aclanthology.org/2021.nlp4convai-1.13/)**Peiyao Wang, Joyce Fang, Julia Reinspach*8 citations*
8. **[Influence of user personality on dialogue task performance: A case study using a rule-based dialogue system ↗](https://aclanthology.org/2021.nlp4convai-1.25/)**Ao Guo, Atsumoto Ohashi, Ryu Hirai et al.*8 citations*
9. **[PLATO-KAG: Unsupervised Knowledge-Grounded Conversation via Joint Modeling ↗](https://aclanthology.org/2021.nlp4convai-1.14/)**Xinxian Huang, Huang He, Siqi Bao et al.*8 citations*
10. **[Think Before You Speak: Learning to Generate Implicit Knowledge for Response Generation by Self-Talk ↗](https://aclanthology.org/2021.nlp4convai-1.23/)**Pei Zhou, Behnam Hedayatnia, Karthik Gopalakrishnan et al.*8 citations*
11. **[On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise ↗](https://aclanthology.org/2021.nlp4convai-1.7/)**Sailik Sengupta, Jason Krone, Saab Mansour*7 citations*
12. **[Style Control for Schema-Guided Natural Language Generation ↗](https://aclanthology.org/2021.nlp4convai-1.21/)**Alicia Tsai, Shereen Oraby, Vittorio Perera et al.*5 citations*
13. **[Few-Shot Intent Classification by Gauging Entailment Relationship Between Utterance and Semantic Label ↗](https://aclanthology.org/2021.nlp4convai-1.2/)**Jin Qu, Kazuma Hashimoto, Wenhao Liu et al.*4 citations*
14. **[Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems ↗](https://aclanthology.org/2021.nlp4convai-1.27/)**Di Jin, Shuyang Gao, Seokhwan Kim et al.*3 citations*
15. **[Using Pause Information for More Accurate Entity Recognition ↗](https://aclanthology.org/2021.nlp4convai-1.22/)**Sahas Dendukuri, Pooja Chitkara, Joel Ruben Antony Moniz et al.*3 citations*
16. **[Collaborative Data Relabeling for Robust and Diverse Voice Apps Recommendation in Intelligent Personal Assistants ↗](https://aclanthology.org/2021.nlp4convai-1.11/)**Qian Hu, Thahir Mohamed, Wei Xiao et al.*2 citations*
17. **[Dialogue Response Generation via Contrastive Latent Representation Learning ↗](https://aclanthology.org/2021.nlp4convai-1.18/)**Shuyang Dai, Guoyin Wang, Sunghyun Park et al.*2 citations*
18. **[Improving Dialogue State Tracking by Joint Slot Modeling ↗](https://aclanthology.org/2021.nlp4convai-1.15/)**Ting-Rui Chiang, Yi-Ting Yeh*2 citations*
19. **[Multilingual Paraphrase Generation For Bootstrapping New Features in Task-Oriented Dialog Systems ↗](https://aclanthology.org/2021.nlp4convai-1.4/)**Subhadarshi Panda, Caglar Tirkaz, Tobias Falke et al.*2 citations*
20. **[Not So Fast, Classifier – Accuracy and Entropy Reduction in Incremental Intent Classification ↗](https://aclanthology.org/2021.nlp4convai-1.6/)**Lianna Hrycyk, Alessandra Zarcone, Luzian Hahn*2 citations*
21. **[Taking Things Personally: Third Person to First Person Rephrasing ↗](https://aclanthology.org/2021.nlp4convai-1.1/)**Marcel Granero Moya, Panagiotis Agis Oikonomou Filandras*2 citations*
22. **[Towards Code-Mixed Hinglish Dialogue Generation ↗](https://aclanthology.org/2021.nlp4convai-1.26/)**Vibhav Agarwal, Pooja Rao, Dinesh Babu Jayagopi*2 citations*
23. **[Learning to Learn End-to-End Goal-Oriented Dialog From Related Dialog Tasks ↗](https://aclanthology.org/2021.nlp4convai-1.16/)**Janarthanan Rajendran, Jonathan K. Kummerfeld, Satinder Baveja*1 citation*
24. **[Overcoming Conflicting Data when Updating a Neural Semantic Parser ↗](https://aclanthology.org/2021.nlp4convai-1.5/)**David Gaddy, Alex Kouzemtchenko, Pavankumar Reddy Muddireddy et al.*1 citation*
25. **[What Went Wrong? Explaining Overall Dialogue Quality through Utterance-Level Impacts ↗](https://aclanthology.org/2021.nlp4convai-1.9/)**James D. Finch, Sarah E. Finch, Jinho D. Choi*1 citation*
26. **[Personalized Extractive Summarization Using an Ising Machine Towards Real-time Generation of Efficient and Coherent Dialogue Scenarios ↗](https://aclanthology.org/2021.nlp4convai-1.3/)**Hiroaki Takatsu, Takahiro Kashikawa, Koichi Kimura et al.
27. **[Teach Me What to Say and I Will Learn What to Pick: Unsupervised Knowledge Selection Through Response Generation with Pretrained Generative Models ↗](https://aclanthology.org/2021.nlp4convai-1.24/)**Ehsan Lotfi, Maxime De Bruyn, Jeska Buhmann et al.
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