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This paper surveys and presents recent academic work carried out within the field of stance classification and fake news detection.
Information Credibility on Twitter
Castillo, C., Medoza, M., and Poblete, B. (2011) · 2011
Earlier work this paper cites.
Rumor has it: Identifying Misinformation in Microblogs
Qazvinian, V., Rosengren, E., Radev, D. R., and Mei, Q. (2011) · 2011
Earlier work this paper cites.
Convolutional Neural Networks for Sentence Classification
Kim, Y. (2014) · 2014
Earlier work this paper cites.
Reading the riots on Twitter: methodological innovation for the analysis of big data
Procter, R., Vis, F., and Voss, A. (2013) · 2014
Earlier work this paper cites.
Big Questions for Social Media Big Data: Representativeness, Validity and Other Methodological Pitfalls
Tufekci, Z. (2014) · 2014
Earlier work this paper cites.
Stance Detection with Bidirectional Conditional Encoding
Augenstein, I., Rocktäschel, T., Vlachos, A., and Bontcheva, K. (2016) · 2016
Earlier work this paper cites.
SemEval-2016 Task 6: Detecting Stance in Tweets
Mohammad, S. M., Kiritchenko, S., Sobhani, P., Zhu, X., and Cherry, C. (2016) · 2016
Earlier work this paper cites.
Echo Chambers on Facebook
Quattrociocchi, W., Scala, A., and Sunstein, C. R. (2016) · 2016
Earlier work this paper cites.
Annotating Sentiment and Irony in the Online Italian Political Debate on #labuonascuola
Stranisci, M., Bosco, C., Farías, D. I. H., and Patti, V. (2016) · 2016
Earlier work this paper cites.
Transfer Learning for Stance Detection
Zarrella, G. and Marsh, A. (2016) · 2016
Cited alongside, same era.
Zubiaga, A., Liakata, M., Procter, R., Hoi, G. W. S., and Tolmie, P. (2016) · 2016
Cited alongside, same era.
Simple Open Stance Classification for Rumour Analysis
Aker, A., Derczynski, L., and Bontcheva, K. (2017) · 2017
Cited alongside, same era.
IKM at SemEval-2017 Task 8: Convolutional Neural Networks for Stance Detection and Rumor Verification
Chen, Y.-C., Liu, Z.-Y., and Kao, H.-Y. (2017) · 2017
Cited alongside, same era.
SemEval-2017 Task 8: RumourEval: Determining rumour veracity and support for rumours
Derczynski, L., Bontcheva, K., Liakata, M., Procter, R., Hoi, G. W. S., and Zubiaga, A. (2017) · 2017
Cited alongside, same era.
Talos Targets Disinformation with Fake News Challenge Victory
Baird, S., Sibley, D., and Pan, Y. (2017) · 2018
Later among the works it cites.
Are We Exposed to the Same “News” in the News Feed?
Bechmann, A. and Nielbo, K. L. (2018) · 2018
Later among the works it cites.
Can Rumour Stance Alone Predict Veracity?
Dungs, S., Aker, A., Fuhr, N., and Bontcheva, K. (2018) · 2018
Later among the works it cites.
word2vec
Google (2013) · 2018
Later among the works it cites.
System developed by Team Athene in FNC-1
Hanselowski, A., PVS, A., Schiller, B., and Caspelherr, F. (2017) · 2018
Later among the works it cites.
A Retrospective Analysis of the Fake News Challenge Stance Detection Task
Hanselowski, A., PVS, A., Schiller, B., Caspelherr, F., Chaudhuri, D., Meyer, C. M., and Gurevych, I. (2018) · 2018
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NileTMRG at SemEval-2017 Task 8: Determining Rumour and Veracity Support for Rumours on Twitter
Enayet, O. and El-Beltagy, S. R. (2017) · 2017
Cited alongside, same era.
Overview of the 1st Classification of Spanish Election Tweets Task at IberEval 2017
Giménez, M., Baviera, T., Llorca, G., Gámir, J., Calvo, D., Rosso, P., , and Rangel, F. (2017) · 2017
Cited alongside, same era.
Turing at SemEval-2017 Task 8: Sequential Approach to Rumour Stance Classification with Branch-LSTM
Kochkina, E., Liakata, M., and Augenstein, I. (2017) · 2017
Cited alongside, same era.
A simple but tough-to-beat baseline for the Fake News Challenge stance detection task
Riedel, B., Augenstein, I., Spithourakis, G. P., and Riedel, S. (2017) · 2017
Cited alongside, same era.
Fake news detection on social media: A data mining perspective
Shu, K., Sliva, A., Wang, S., Tang, J., and Liu, H. (2017a)
Cited in the paper.
Exploiting Tri-Relationship for Fake News Detection
Shu, K., Wang, S., and Liu, H. (2017b)
Cited in the paper.
Fake news challenge
Pomerleau, D. and Rao, D. (2017) · 2018
Later among the works it cites.
Shu, K., Mahudeswaran, D., Wang, S., Lee, D., and Liu, H. (2018) · 2018
Later among the works it cites.
Microblog Analysis as a Program of Work
Tolmie, P., Procter, R., Rouncefield, M., Liakata, M., and Zubiaga, A. (2018) · 2018
Later among the works it cites.