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We tackle the challenge of building real-world multimodal assistants for complex real-world tasks.
Unifiedqa: Crossing format boundaries with a single qa system
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Multiwoz–a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
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Advancing the state of the art in open domain dialog systems through the alexa prize
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Recipe1M+: a dataset for learning cross-modal embeddings for cooking recipes and food images
Javier Marin, Aritro Biswas, Ferda Ofli, Nicholas Hynes, Amaia Salvador, Yusuf Aytar, Ingmar Weber, and Antonio Torralba. 2018 · 2018
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Genie: A generator of natural language semantic parsers for virtual assistant commands. In Proceedings of the 40th ACM SIGPLAN Conference on Programming Language Design and Implementation . 394–410
Giovanni Campagna, Silei Xu, Mehrad Moradshahi, Richard Socher, and Monica S Lam. 2019 · 2019
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Retrieval-augmented generation for knowledge-intensive nlp tasks
Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, et al · 2020
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Neural generation meets real people: Towards emotionally engaging mixed-initiative conversations
Ashwin Paranjape, Abigail See, Kathleen Kenealy, Haojun Li, Amelia Hardy, Peng Qi, Kaushik Ram Sadagopan, Nguyet Minh Phu, Dilara Soylu, and Christopher D Manning. 2020 · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J Liu. 2020 · 2020
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BERTScore: Evaluating Text Generation with BERT. In International Conference on Learning Representations
Tianyi Zhang*, Varsha Kishore*, Felix Wu*, Kilian Q. Weinberger, and Yoav Artzi. 2020 · 2020
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A word embedding-based method for unsupervised adaptation of cooking recipes
Andrea Morales-Garzón, Juan Gómez-Romero, and Maria J Martin-Bautista. 2021 · 2021
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Exploiting Food Embeddings for Ingredient Substitution.. In HEALTHINF . 67–77
Chantal Pellegrini, Ege Özsoy, Monika Wintergerst, and Georg Groh. 2021 · 2021
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Wizard of tasks: A novel conversational dataset for solving real-world tasks in conversational settings. In Proceedings of the 29th International Conference on Computational Linguistics . 3514–3529
Jason Ingyu Choi, Saar Kuzi, Nikhita Vedula, Jie Zhao, Giuseppe Castellucci, Marcus Collins, Shervin Malmasi, Oleg Rokhlenko, and Eugene Agichtein. 2022 · 2022
Cited alongside, same era.
Scaling instruction-finetuned language models
Hyung Won Chung, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Yunxuan Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, et al · 2022
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VILT: Video Instructions Linking for Complex Tasks. In Proceedings of the 2nd International Workshop on Interactive Multimedia Retrieval . 41–47
Sophie Fischer, Carlos Gemmell, Iain Mackie, and Jeffrey Dalton. 2022 · 2022
Cited alongside, same era.
GRILLBot: A flexible conversational agent for solving complex real-world tasks
Carlos Gemmell, Sophie Fischer, Iain Mackie, Paul Owoicho, Federico Rossetto, and Jeff Dalton. 2022 · 2022
Cited alongside, same era.
Open Assistant Toolkit [OAT]: A research Platform for Multi-Modal Task Oriented Agents
Carlos Gemmell, Sophie Fischer, Federico Rossetto, Paul Ochiwo, Iain Mackie, Philip Zubel, Niklas Tecklenburg, and Andrew Ramsay. 2023 · 2023
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Dialogflow
Google. 2023 · 2023
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Llama guard: Llm-based input-output safeguard for human-ai conversations
Hakan Inan, Kartikeya Upasani, Jianfeng Chi, Rashi Rungta, Krithika Iyer, Yuning Mao, Michael Tontchev, Qing Hu, Brian Fuller, Davide Testuggine, et al · 2023
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Survey of hallucination in natural language generation
Ziwei Ji, Nayeon Lee, Rita Frieske, Tiezheng Yu, Dan Su, Yan Xu, Etsuko Ishii, Ye Jin Bang, Andrea Madotto, and Pascale Fung. 2023 · 2023
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Exploiting simulated user feedback for conversational search: Ranking, rewriting, and beyond. In Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval . 632–642
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Chatgpt: Optimizing language models for dialogue
OpenAI. 2022 · 2022
Cited alongside, same era.
Blenderbot 3: a deployed conversational agent that continually learns to responsibly engage
Kurt Shuster, Jing Xu, Mojtaba Komeili, Da Ju, Eric Michael Smith, Stephen Roller, Megan Ung, Moya Chen, Kushal Arora, Joshua Lane, et al · 2022
Cited alongside, same era.
Lamda: Language models for dialog applications
Romal Thoppilan, Daniel De Freitas, Jamie Hall, Noam Shazeer, Apoorv Kulshreshtha, Heng-Tze Cheng, Alicia Jin, Taylor Bos, Leslie Baker, Yu Du, et al · 2022
Cited alongside, same era.
Conversational question answering: A survey
Munazza Zaib, Wei Emma Zhang, Quan Z Sheng, Adnan Mahmood, and Yang Zhang. 2022 · 2022
Cited alongside, same era.
Alexa, let’s work together: Introducing the second alexa prize taskbot challenge
Eugene Agichtein, Michael Johnston, Anna Gottardi, Cris Flagg, Lavina Vaz, Hangjie Shi, Desheng Zhang, Leslie Ball, Shaohua Liu, Luke Dai, et al · 2023
Cited alongside, same era.
Amazon Skill Kit
Amazon. 2023 · 2023
Cited alongside, same era.
TWIZ: The wizard of multimodal conversational-stimulus. In Alexa Prize TaskBot Challenge 2 Proceedings
Rafael Ferreira, Diogo Tavares, Diogo Silva, Rodrigo Valério, João Bordalo, Inês Simões, Vasco Ramos, David Semedo, and Joao Magalhaes. 2023 · 2023
Cited alongside, same era.
GRILLBot-v2: Generative Models for Multi-Modal Task-Oriented Assistance
Sophie Fischer, Niklas Tecklenburg, Philip Zubel, Eva Kupcova, Ekaterina Terzieva, Daniel Armstrong, Carlos Gemmell, Iain Mackie, Federico Rossetto, and Jeff Dalton. 2023 · 2023
Cited alongside, same era.
Paul Owoicho, Ivan Sekulic, Mohammad Aliannejadi, Jeffrey Dalton, and Fabio Crestani. 2023 · 2023
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WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia. In Findings of the Association for Computational Linguistics: EMNLP 2023 . 2387–2413
Sina Semnani, Violet Yao, Heidi Zhang, and Monica Lam. 2023 · 2023
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Stanford Alpaca: An Instruction-following LLaMA model
Rohan Taori, Ishaan Gulrajani, Tianyi Zhang, Yann Dubois, Xuechen Li, Carlos Guestrin, Percy Liang, and Tatsunori B. Hashimoto. 2023 · 2023
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Llama: Open and efficient foundation language models
Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al · 2023
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A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, et al · 2023
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Conversational information seeking
Hamed Zamani, Johanne R Trippas, Jeff Dalton, Filip Radlinski, et al · 2023
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DeepPavlov dream: platform for building generative AI assistants. In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) . 599–607
Diliara Zharikova, Daniel Kornev, Fedor Ignatov, Maxim Talimanchuk, Dmitry Evseev, Ksenya Petukhova, Veronika Smilga, Dmitry Karpov, Yana Shishkina, Dmitry Kosenko, et al · 2023
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Perceived conversational ability of task-based chatbots–Which conversational elements influence the success of text-based dialogues?
Alexandra Rese and Pauline Tränkner. 2024 · 2024
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