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Automated fact-checking is a needed technology to curtail the spread of online misinformation.
The Curious Case of Neural Text Degeneration
Holtzman, A.; Buys, J.; Forbes, M.; and Choi, Y. 2020 · 1904
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PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization
Zhang, J.; Zhao, Y.; Saleh, M.; and Liu, P. J. 2019 · 1912
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CORD-19: The COVID-19 Open Research Dataset
Wang, L. L.; Lo, K.; Chandrasekhar, Y.; Reas, R.; Yang, J.; Eide, D.; Funk, K.; Kinney, R. M.; Liu, Z.; Merrill, W.; Mooney, P.; Murdick, D.; Rishi, D.; Sheehan, J.; Shen, Z.; Stilson, B. B. S.; Wade, A. D.; Wang, K.; Wilhelm, C.; Xie, B.; Raymond, D. A.; Weld, D. S.; Etzioni, O.; and Kohlmeier, S. 2020 · 2004
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Language Models are Few-Shot Learners
Brown, T. B.; Mann, B.; Ryder, N.; Subbiah, M.; Kaplan, J.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; Agarwal, S.; Herbert-Voss, A.; Krueger, G.; Henighan, T.; Child, R.; Ramesh, A.; Ziegler, D. M.; Wu, J.; Winter, C.; Hesse, C.; Chen, M.; Sigler, E.; Litwin, M.; Gray, S.; Chess, B.; Clark, J.; Berner, C.; McCandlish, S.; Radford, A.; Sutskever, I.; and Amodei, D. 2020 · 2005
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Language Models as Fact Checkers?
Lee, N.; Li, B. Z.; Wang, S.; tau Yih, W.; Ma, H.; and Khabsa, M. 2020 · 2006
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Scientific Claim Verification with VerT5erini
Pradeep, R.; Ma, X.; Nogueira, R.; and Lin, J. J. 2021 · 2010
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A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification
Li, X.; Burns, G.; and Peng, N. 2021 · 2012
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Disinformation on the Web: Impact, Characteristics, and Detection of Wikipedia Hoaxes
Kumar, S.; West, R.; and Leskovec, J. 2016 · 2016
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A Decomposable Attention Model for Natural Language Inference
Parikh, A.; Täckström, O.; Das, D.; and Uszkoreit, J. 2016 · 2016
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Enriching Word Vectors with Subword Information
Bojanowski, P.; Grave, E.; Joulin, A.; and Mikolov, T. 2017 · 2017
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Adversarial Examples for Evaluating Reading Comprehension Systems
Jia, R.; and Liang, P. 2017 · 2017
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Data Voids: Where Missing Data Can Easily Be Exploited
Boyd, D.; and Gołebiewski, M. 2018 · 2018
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The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation
Brundage, M.; Avin, S.; Clark, J.; Toner, H.; Eckersley, P.; Garfinkel, B.; Dafoe, A.; Scharre, P.; Zeitzoff, T.; Filar, B.; Anderson, H.; Roff, H.; Allen, G. C.; Steinhardt, J.; Flynn, C.; hÉigeartaigh, S. O.; Beard, S.; Belfield, H.; Farquhar, S.; Lyle, C.; Crootof, R.; Evans, O.; Page, M.; Bryson, J.; Yampolskiy, R.; and Amodei, D. 2018 · 2018
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The tactics & tropes of the Internet Research Agency
DiResta, R.; Shaffer, K.; Ruppel, B.; Sullivan, D.; Matney, R. C.; Fox, R.; Albright, J.; and Johnson, B. 2018 · 2018
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Ecosystem or Echo-System? Exploring Content Sharing across Alternative Media Domains
Starbird, K.; Arif, A.; Wilson, T.; Van Koevering, K.; Yefimova, K.; and Scarnecchia, D. 2018 · 2018
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Automated Fact Checking: Task Formulations, Methods and Future Directions
Thorne, J.; and Vlachos, A. 2018 · 2018
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FEVER: a Large-scale Dataset for Fact Extraction and VERification
Thorne, J.; Vlachos, A.; Christodoulopoulos, C.; and Mittal, A. 2018 · 2018
Cited alongside, same era.
The spread of true and false news online
Vosoughi, S.; Roy, D.; and Aral, S. 2018 · 2018
Cited alongside, same era.
UCL Machine Reading Group: Four Factor Framework For Fact Finding (HexaF)
Yoneda, T.; Mitchell, J.; Welbl, J.; Stenetorp, P.; and Riedel, S. 2018 · 2018
Cited alongside, same era.
Bing’s Top Search Results Contain an Alarming Amount of Disinformation
Bush, D.; and Zaheer, A. 2019 · 2019
Cited alongside, same era.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
Cited alongside, same era.
Attention Guided Graph Convolutional Networks for Relation Extraction
Guo, Z.; Zhang, Y.; and Lu, W. 2019 · 2019
All the News That’s Fit to Fabricate: AI-Generated Text as a Tool of Media Misinformation
Kreps, S.; McCain, R. M.; and Brundage, M. 2020 · 2020
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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Lewis, M.; Liu, Y.; Goyal, N.; Ghazvininejad, M.; Mohamed, A.; Levy, O.; Stoyanov, V.; and Zettlemoyer, L. 2020 · 2020
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Hierarchical Evidence Set Modeling for Automated Fact Extraction and Verification
Subramanian, S.; and Lee, K. 2020 · 2020
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Fact or Fiction: Verifying Scientific Claims
Wadden, D.; Lin, S.; Lo, K.; Wang, L. L.; van Zuylen, M.; Cohan, A.; and Hajishirzi, H. 2020 · 2020
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Coreferential Reasoning Learning for Language Representation
Ye, D.; Lin, Y.; Du, J.; Liu, Z.; Li, P.; Sun, M.; and Liu, Z. 2020 · 2020
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Cited alongside, same era.
UKP-Athene: Multi-Sentence Textual Entailment for Claim Verification
Hanselowski, A.; Zhang, H.; Li, Z.; Sorokin, D.; Schiller, B.; Schulz, C.; and Gurevych, I. 2019 · 2019
Cited alongside, same era.
Combining Fact Extraction and Verification with Neural Semantic Matching Networks
Nie, Y.; Chen, H.; and Bansal, M. 2019 · 2019
Cited alongside, same era.
Language Models as Knowledge Bases?
Petroni, F.; Rocktäschel, T.; Lewis, P.; Bakhtin, A.; Wu, Y.; Miller, A. H.; and Riedel, S. 2019 · 2019
Cited alongside, same era.
Language Models are Unsupervised Multitask Learners
Radford, A.; Wu, J.; Child, R.; Luan, D.; Amodei, D.; and Sutskever, I. 2019 · 2019
Cited alongside, same era.
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reimers, N.; and Gurevych, I. 2019 · 2019
Cited alongside, same era.
Defending Against Neural Fake News
Zellers, R.; Holtzman, A.; Rashkin, H.; Bisk, Y.; Farhadi, A.; Roesner, F.; and Choi, Y. 2019 · 2019
Cited alongside, same era.
Zhong, W.; Xu, J.; Tang, D.; Xu, Z.; Duan, N.; Zhou, M.; Wang, J.; and Yin, J. 2020 · 2020
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On the Opportunities and Risks of Foundation Models
Bommasani, R.; Hudson, D. A.; Adeli, E.; Altman, R.; Arora, S.; von Arx, S.; Bernstein, M. S.; Bohg, J.; Bosselut, A.; Brunskill, E.; Brynjolfsson, E.; Buch, S.; Card, D.; Castellon, R.; Chatterji, N. S.; Chen, A.; Creel, K.; Davis, J. Q.; Demszky, D.; Donahue, C.; Doumbouya, M.; Durmus, E.; Ermon, S.; Etchemendy, J.; Ethayarajh, K.; Fei-Fei, L.; Finn, C.; Gale, T.; Gillespie, L. E.; Goel, K.; Goodman, N. D.; Grossman, S.; Guha, N.; Hashimoto, T.; Henderson, P.; Hewitt, J.; Ho, D. E.; Hong, J.; Hsu, K.; Huang, J.; Icard, T. F.; Jain, S.; Jurafsky, D.; Kalluri, P.; Karamcheti, S.; Keeling, G.; Khani, F.; Khattab, O.; Koh, P. W.; Krass, M.; Krishna, R.; Kuditipudi, R.; Kumar, A.; Ladhak, F.; Lee, M.; Lee, T.; Leskovec, J.; Levent, I.; Li, X. L.; Li, X.; Ma, T.; Malik, A.; Manning, C. D.; Mirchandani, S. P.; Mitchell, E.; Munyikwa, Z.; Nair, S.; Narayan, A.; Narayanan, D.; Newman, B.; Nie, A.; Niebles, J. C.; Nilforoshan, H.; Nyarko, J.; Ogut, G.; Orr, L.; Papadimitriou, I.; Park, J.; Piech, C.; Portelance, E.; Potts, C.; Raghunathan, A.; Reich, R.; Ren, H.; Rong, F.; Roohani, Y. H.; Ruiz, C.; Ryan, J.; R’e, C.; Sadigh, D.; Sagawa, S.; Santhanam, K.; Shih, A.; Srinivasan, K.; Tamkin, A.; Taori, R.; Thomas, A. W.; Tramèr, F.; Wang, R. E.; Wang, W.; Wu, B.; Wu, J.; Wu, Y.; Xie, S. M.; Yasunaga, M.; You, J.; Zaharia, M.; Zhang, M.; Zhang, T.; Zhang, X.; Zhang, Y.; Zheng, L.; Zhou, K.; and Liang, P. 2021 · 2021
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Truth, Lies, and Automation: How Language Models Could Change Disinformation
Buchanan, B.; Lohn, A.; Musser, M.; and Sedova, K. 2021 · 2021
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All That’s ’Human’ Is Not Gold: Evaluating Human Evaluation of Generated Text
Clark, E.; August, T.; Serrano, S.; Haduong, N.; Gururangan, S.; and Smith, N. A. 2021 · 2021
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The anti-vaccination infodemic on social media: A behavioral analysis
Germani, F.; and Biller-Andorno, N. 2021 · 2021
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“I’m Not Mad”: Commonsense Implications of Negation and Contradiction
Jiang, L.; Bosselut, A.; Bhagavatula, C.; and Choi, Y. 2021 · 2021
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A Multi-Level Attention Model for Evidence-Based Fact Checking
Kruengkrai, C.; Yamagishi, J.; and Wang, X. 2021 · 2021
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Towards Few-shot Fact-Checking via Perplexity
Lee, N.; Bang, Y.; Madotto, A.; Khabsa, M.; and Fung, P. 2021 · 2021
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KILT: a Benchmark for Knowledge Intensive Language Tasks
Petroni, F.; Piktus, A.; Fan, A.; Lewis, P.; Yazdani, M.; De Cao, N.; Thorne, J.; Jernite, Y.; Karpukhin, V.; Maillard, J.; Plachouras, V.; Rocktäschel, T.; and Riedel, S. 2021 · 2021
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COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemic
Saakyan, A.; Chakrabarty, T.; and Muresan, S. 2021 · 2021
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Concealed Data Poisoning Attacks on NLP Models
Wallace, E.; Zhao, T. Z.; Feng, S.; and Singh, S. 2021 · 2021
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