Fetching the paper…
Reading the bibliography…
Most works on modeling the conversation history in Conversational Question Answering (CQA) report a single main result on a common CQA benchmark.
Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020 · 1901
Earlier work this paper cites.
Roberta: A robustly optimized BERT pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
Earlier work this paper cites.
Longformer: The long-document transformer
Iz Beltagy, Matthew E. Peters, and Arman Cohan. 2020 · 2004
Earlier work this paper cites.
Sheng-Chieh Lin, Jheng-Hong Yang, Rodrigo Nogueira, Ming-Feng Tsai, Chuan-Ju Wang, and Jimmy Lin. 2020 · 2004
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
Earlier work this paper cites.
Squad: 100, 000+ questions for machine comprehension of text
Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, and Percy Liang. 2016 · 2016
Earlier work this paper cites.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Earlier work this paper cites.
Quac: Question answering in context
Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, and Luke Zettlemoyer. 2018 · 2018
Earlier work this paper cites.
The hitchhiker’s guide to testing statistical significance in natural language processing
Rotem Dror, Gili Baumer, Segev Shlomov, and Roi Reichart. 2018 · 2018
Earlier work this paper cites.
Know what you don’t know: Unanswerable questions for squad
Pranav Rajpurkar, Robin Jia, and Percy Liang. 2018 · 2018
Earlier work this paper cites.
Sdnet: Contextualized attention-based deep network for conversational question answering
Chenguang Zhu, Michael Zeng, and Xuedong Huang. 2018 · 2018
Earlier work this paper cites.
Can you unpack that? learning to rewrite questions-in-context
Ahmed Elgohary, Denis Peskov, and Jordan L. Boyd-Graber. 2019 · 2019
Earlier work this paper cites.
Flowqa: Grasping flow in history for conversational machine comprehension
Hsin-Yuan Huang, Eunsol Choi, and Wen-tau Yih. 2019 · 2019
Earlier work this paper cites.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter. 2019 · 2019
Cited alongside, same era.
BERT with history answer embedding for conversational question answering
Chen Qu, Liu Yang, Minghui Qiu, W. Bruce Croft, Yongfeng Zhang, and Mohit Iyyer. 2019a · 2019
Cited alongside, same era.
Attentive history selection for conversational question answering
Chen Qu, Liu Yang, Minghui Qiu, Yongfeng Zhang, Cen Chen, W. Bruce Croft, and Mohit Iyyer. 2019b · 2019
Cited alongside, same era.
Coqa: A conversational question answering challenge
Siva Reddy, Danqi Chen, and Christopher D. Manning. 2019 · 2019
Cited alongside, same era.
Flowdelta: Modeling flow information gain in reasoning for conversational machine comprehension
Yi-Ting Yeh and Yun-Nung Chen. 2019 · 2019
Cited alongside, same era.
Doqa - accessing domain-specific faqs via conversational QA
Jon Ander Campos, Arantxa Otegi, Aitor Soroa, Jan Deriu, Mark Cieliebak, and Eneko Agirre. 2020 · 2020
Big bird: Transformers for longer sequences
Manzil Zaheer, Guru Guruganesh, Kumar Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontañón, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, and Amr Ahmed. 2020 · 2020
Later among the works it cites.
Open-domain question answering goes conversational via question rewriting
Raviteja Anantha, Svitlana Vakulenko, Zhucheng Tu, Shayne Longpre, Stephen Pulman, and Srinivas Chappidi. 2021 · 2021
Later among the works it cites.
Learn to resolve conversational dependency: A consistency training framework for conversational question answering
Gangwoo Kim, Hyunjae Kim, Jungsoo Park, and Jaewoo Kang. 2021 · 2021
Later among the works it cites.
How many data points is a prompt worth?
Teven Le Scao and Alexander Rush. 2021 · 2021
Later among the works it cites.
Pengfei Liu, Weizhe Yuan, Jinlan Fu, Zhengbao Jiang, Hiroaki Hayashi, and Graham Neubig. 2021 · 2021
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Cited alongside, same era.
Graphflow: Exploiting conversation flow with graph neural networks for conversational machine comprehension
Yu Chen, Lingfei Wu, and Mohammed J. Zaki. 2020 · 2020
Cited alongside, same era.
Statistical Significance Testing for Natural Language Processing
Rotem Dror, Lotem Peled-Cohen, Segev Shlomov, and Roi Reichart. 2020 · 2020
Cited alongside, same era.
Conversational machine comprehension: a literature review
Somil Gupta, Bhanu Pratap Singh Rawat, and Hong Yu. 2020 · 2020
Cited alongside, same era.
Open-retrieval conversational question answering
Chen Qu, Liu Yang, Cen-Chieh Chen, Minghui Qiu, W. Bruce Croft, and Mohit Iyyer. 2020 · 2020
Cited alongside, same era.
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
Cited alongside, same era.
Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
Cited alongside, same era.
Question rewriting for conversational question answering
Svitlana Vakulenko, Shayne Longpre, Zhucheng Tu, and Raviteja Anantha. 2021 · 2021
Later among the works it cites.
Ror: Read-over-read for long document machine reading comprehension
Jing Zhao, Junwei Bao, Yifan Wang, Yongwei Zhou, Youzheng Wu, Xiaodong He, and Bowen Zhou. 2021 · 2021
Later among the works it cites.
Topiocqa: Open-domain conversational question answering with topic switching
Vaibhav Adlakha, Shehzaad Dhuliawala, Kaheer Suleman, Harm de Vries, and Siva Reddy. 2022 · 2022
Closest in time.
HTLM: Hyper-text pre-training and prompting of language models
Armen Aghajanyan, Dmytro Okhonko, Mike Lewis, Mandar Joshi, Hu Xu, Gargi Ghosh, and Luke Zettlemoyer. 2022 · 2022
Closest in time.
PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains
Eyal Ben-David, Nadav Oved, and Roi Reichart. 2022 · 2022
Closest in time.
Ditch the gold standard: Re-evaluating conversational question answering
Huihan Li, Tianyu Gao, Manan Goenka, and Danqi Chen. 2022 · 2022
Closest in time.
Capturing conversational interaction for question answering via global history reasoning
Jin Qian, Bowei Zou, Mengxing Dong, Xiao Li, AiTi Aw, and Yu Hong. 2022 · 2078
Closest in time.