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Few-Shot Bot: Prompt-Based Learning for Dialogue Systems


Oct 15, 2021
Andrea Madotto, Zhaojiang Lin, Genta Indra Winata, Pascale Fung


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Language Models are Few-shot Multilingual Learners


Sep 16, 2021
Genta Indra Winata, Andrea Madotto, Zhaojiang Lin, Rosanne Liu, Jason Yosinski, Pascale Fung

* 14 pages 

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Zero-Shot Dialogue State Tracking via Cross-Task Transfer


Sep 10, 2021
Zhaojiang Lin, Bing Liu, Andrea Madotto, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Eunjoon Cho, Rajen Subba, Pascale Fung

* EMNLP 2021 

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Taming the Beast: Learning to Control Neural Conversational Models


Aug 24, 2021
Andrea Madotto

* PhD thesis 

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Assessing Political Prudence of Open-domain Chatbots


Jun 11, 2021
Yejin Bang, Nayeon Lee, Etsuko Ishii, Andrea Madotto, Pascale Fung

* SIGDIAL 2021 - Safety for E2E Conversational AI (Camera-ready Version) 

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CAiRE in DialDoc21: Data Augmentation for Information-Seeking Dialogue System


Jun 08, 2021
Etsuko Ishii, Yan Xu, Genta Indra Winata, Zhaojiang Lin, Andrea Madotto, Zihan Liu, Peng Xu, Pascale Fung

* Accepted in DialDoc21 Workshop in ACL 2021. Etsuko Ishii and Yan Xu contributed equally to this work 

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BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling


Jun 05, 2021
Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, Peng Xu, Feijun Jiang, Yuxiang Hu, Chen Shi, Pascale Fung

* 22 pages 

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QAConv: Question Answering on Informative Conversations


May 14, 2021
Chien-Sheng Wu, Andrea Madotto, Wenhao Liu, Pascale Fung, Caiming Xiong

* Data and code are available at https://github.com/salesforce/QAConv 

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Retrieval-Free Knowledge-Grounded Dialogue Response Generation with Adapters


May 13, 2021
Yan Xu, Etsuko Ishii, Zihan Liu, Genta Indra Winata, Dan Su, Andrea Madotto, Pascale Fung


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Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking


May 10, 2021
Zhaojiang Lin, Bing Liu, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Andrea Madotto, Eunjoon Cho, Rajen Subba

* NAACL 2021 

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Dynamically Addressing Unseen Rumor via Continual Learning


Apr 18, 2021
Nayeon Lee, Andrea Madotto, Yejin Bang, Pascale Fung


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Neural Path Hunter: Reducing Hallucination in Dialogue Systems via Path Grounding


Apr 17, 2021
Nouha Dziri, Andrea Madotto, Osmar Zaiane, Avishek Joey Bose

* 14 pages, 2 figures 

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Mitigating Media Bias through Neutral Article Generation


Apr 01, 2021
Nayeon Lee, Yejin Bang, Andrea Madotto, Pascale Fung


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Are Multilingual Models Effective in Code-Switching?


Mar 24, 2021
Genta Indra Winata, Samuel Cahyawijaya, Zihan Liu, Zhaojiang Lin, Andrea Madotto, Pascale Fung


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Towards Few-Shot Fact-Checking via Perplexity


Mar 17, 2021
Nayeon Lee, Yejin Bang, Andrea Madotto, Madian Khabsa, Pascale Fung

* Accpeted to NAACL'21 

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Continual Learning in Task-Oriented Dialogue Systems


Dec 31, 2020
Andrea Madotto, Zhaojiang Lin, Zhenpeng Zhou, Seungwhan Moon, Paul Crook, Bing Liu, Zhou Yu, Eunjoon Cho, Zhiguang Wang

* 9 pages 

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CrossNER: Evaluating Cross-Domain Named Entity Recognition


Dec 13, 2020
Zihan Liu, Yan Xu, Tiezheng Yu, Wenliang Dai, Ziwei Ji, Samuel Cahyawijaya, Andrea Madotto, Pascale Fung

* Accepted in AAAI-2021 

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Plug-and-Play Conversational Models


Oct 09, 2020
Andrea Madotto, Etsuko Ishii, Zhaojiang Lin, Sumanth Dathathri, Pascale Fung

* Accepted in EMNLP findings, and code available at https://github.com/andreamad8/PPCM 

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Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems


Sep 28, 2020
Andrea Madotto, Samuel Cahyawijaya, Genta Indra Winata, Yan Xu, Zihan Liu, Zhaojiang Lin, Pascale Fung

* Accepted EMNLP findings 

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MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems


Sep 28, 2020
Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, Pascale Fung

* EMNLP 2020 camera ready 

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The Adapter-Bot: All-In-One Controllable Conversational Model


Aug 28, 2020
Andrea Madotto, Zhaojiang Lin, Yejin Bang, Pascale Fung

* Andrea Madotto and Zhaojiang Lin contributed equally to this work 

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Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems


Aug 20, 2020
Andrea Madotto, Zihan Liu, Zhaojiang Lin, Pascale Fung

* Blog (https://andreamad8.github.io/few-shot-gpt/), Medium (https://medium.com/@madottoandrea/language-model-as-few-shot-learner-for-task-oriented-dialogue-systems-db4765796744) and Code (https://github.com/andreamad8/TASK-ORIENTED-LM-FEWSHOT

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Misinformation Has High Perplexity


Jun 10, 2020
Nayeon Lee, Yejin Bang, Andrea Madotto, Pascale Fung


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Misinformation has High Perplexity


Jun 08, 2020
Nayeon Lee, Yejin Bang, Andrea Madotto, Pascale Fung


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Exploring Fine-tuning Techniques for Pre-trained Cross-lingual Models via Continual Learning


Apr 29, 2020
Zihan Liu, Genta Indra Winata, Andrea Madotto, Pascale Fung


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XPersona: Evaluating Multilingual Personalized Chatbot


Apr 08, 2020
Zhaojiang Lin, Zihan Liu, Genta Indra Winata, Samuel Cahyawijaya, Andrea Madotto, Yejin Bang, Etsuko Ishii, Pascale Fung

* Preprint, 23 pages 

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Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer Learning


Apr 08, 2020
Zhaojiang Lin, Andrea Madotto, Pascale Fung


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