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Overview of PAN'16 [chapter]

Paolo Rosso, Francisco Rangel, Martin Potthast, Efstathios Stamatatos, Michael Tschuggnall, Benno Stein
2016 Lecture Notes in Computer Science  
Abstract This paper presents an overview of the PAN/CLEF evaluation lab. During the last decade, PAN has been established as the main forum of digital text forensic research.  ...  PAN 2016 comprises three shared tasks: (i) author identification, addressing author clustering and diarization (or intrinsic plagiarism detection); (ii) author profiling, addressing age and gender prediction  ...  Acknowledgements We thank the organizing committees of PAN's shared tasks Ben Verhoeven, Walter Daelemans, Patrick Juola. Our special thanks go to all of PAN's participants, to Adobe 12  ... 
doi:10.1007/978-3-319-44564-9_28 fatcat:qyopkvia5jalvg5lazy2x4ugqu

MAPonSMS - Overview of the Multilingual SMS-based Author Profiling task at FIRE'18

Muhammad Sharjeel, Mehwish Fatima, Saba Anwar, Rao Muhammad Adeel Nawab
2018 Forum for Information Retrieval Evaluation  
This paper presents the overview of 1st International shared task of Multilingual Author Profiling on SMS (MAPonSMS) at Forum for Information Retrieval Evaluation (FIRE'18).  ...  The aim of the MAPon-SMS task is to identify the author's gender and age for a given multilingual (Roman Urdu and English) SMS messages profile, where each profile consists of an aggregation of SMS messages  ...  The train and test datasets of PAN 2014 were merged for this year competition.  ... 
dblp:conf/fire/SharjeelFAN18 fatcat:fhd5lya645g6deu3hlhnwdewqe

Author Profiling with Doc2vec Neural Network-Based Document Embeddings [chapter]

Ilia Markov, Helena Gómez-Adorno, Juan-Pablo Posadas-Durán, Grigori Sidorov, Alexander Gelbukh
2017 Lecture Notes in Computer Science  
We experimented with age and gender identification on the PAN author profiling 2014-2016 corpora under both single-and cross-genre conditions.  ...  Our method outperforms existing state of the art under some settings, though the current stateof-the-art results on those tasks have been quite weak.  ...  Introduction The author profiling (AP) task aims at identifying author demographics, such as age, gender, personality traits, or native language, basing on the analysis of text samples.  ... 
doi:10.1007/978-3-319-62428-0_9 fatcat:3iavfk27ljbpjij6ozmwcwms6q

Overview of PAN 2019: Bots and Gender Profiling, Celebrity Profiling, Cross-Domain Authorship Attribution and Style Change Detection [chapter]

Walter Daelemans, Mike Kestemont, Enrique Manjavacas, Martin Potthast, Francisco Rangel, Paolo Rosso, Günther Specht, Efstathios Stamatatos, Benno Stein, Michael Tschuggnall, Matti Wiegmann, Eva Zangerle
2019 Lecture Notes in Computer Science  
We briefly report on the four shared tasks organized as part of the PAN 2019 evaluation lab on digital text forensics and authorship analysis.  ...  This, and the fact that we continue to invite the submission of software rather than its run output using the TIRA experimentation platform, demarcates a good start into the second decade of PAN evaluations  ...  ) for sponsoring the author profiling shared task award.  ... 
doi:10.1007/978-3-030-28577-7_30 fatcat:wxp4h3ndtbadlmzfwmxim3txmm

Overview of the Author Identification Task at PAN 2015

Efstathios Stamatatos, Walter Daelemans, Ben Verhoeven, Patrick Juola, Aurelio López-López, Martin Potthast, Benno Stein
2015 Conference and Labs of the Evaluation Forum  
This paper presents an overview of the author identification task at PAN-2015 evaluation lab.  ...  Based on TIRA, we were able to define challenging baseline models using submissions from the corresponding shared tasks at PAN-2013 and PAN-2014.  ...  Acknowledgements This work was partially supported by the WIQ-EI IRSES project (Grant No. 269180) within the FP7 Marie Curie action.  ... 
dblp:conf/clef/StamatatosDVJLP15 fatcat:o2kmhx2bvzgphj4rjx2fpkkdke

Overview of the PAN/CLEF 2015 Evaluation Lab [chapter]

Efstathios Stamatatos, Martin Potthast, Francisco Rangel, Paolo Rosso, Benno Stein
2015 Lecture Notes in Computer Science  
This paper presents an overview of the PAN/CLEF evaluation lab.  ...  PAN 2015 comprises three tasks: plagiarism detection, author identification and author profiling studying important variations of these problems.  ...  Acknowledgements We thank the organizing committees of PAN's shared tasks Fabio Celli, Walter Daelemans, Ben Verhoeven, Patrick Juola, and Aurelio López-López.  ... 
doi:10.1007/978-3-319-24027-5_49 fatcat:fcpf2p7nujet5ez4zswoiscatq

On the Multilingual and Genre Robustness of EmoGraphs for Author Profiling in Social Media [chapter]

Francisco Rangel, Paolo Rosso
2015 Lecture Notes in Computer Science  
Author profiling aims at identifying different traits such as age and gender of an author on the basis of her writings.  ...  Results with PAN-AP-14 corpus show the competitiveness of the representation over genres and languages.  ...  The work of the first author was partially funded by Autoritas Consulting SA and by Spanish Ministry of Economics under grant ECOPORTUNITY IPT-2012-1220-430000.  ... 
doi:10.1007/978-3-319-24027-5_28 fatcat:v7nlys472ndopp5gnrjwsrgtme

Improving the Reproducibility of PAN's Shared Tasks: [chapter]

Martin Potthast, Tim Gollub, Francisco Rangel, Paolo Rosso, Efstathios Stamatatos, Benno Stein
2014 Lecture Notes in Computer Science  
This paper reports on the PAN 2014 evaluation lab which hosts three shared tasks on plagiarism detection, author identification, and author profiling.  ...  This year, we addressed the matter of responsibility of successful execution of submitted softwares in order to put participants back in charge of executing their software at our site.  ...  Acknowledgements We thank the organizing committees of PAN's shared tasks Walter Daelemans, Patrick Juola, Miguel Angel Sánchez Pérez, Ben Verhoeven, Alberto Barrón-Cedeño, and Irina Chugur.  ... 
doi:10.1007/978-3-319-11382-1_22 fatcat:anztewljlbgznjdipotoxcdp2q

Exploring the Effects of Cross-Genre Machine Learning for Author Profiling in PAN 2016

Pashutan Modaresi, Matthias Liebeck, Stefan Conrad
2016 Conference and Labs of the Evaluation Forum  
This work describes our methodology proposed for the task of cross-genre author profiling at PAN 2016.  ...  Author profiling deals with the study of various profile dimensions of an author such as age and gender.  ...  Acknowledgments This work was partially funded by the PhD program Online Participation, supported by the North Rhine-Westphalian funding scheme Fortschrittskollegs and by the German Federal Ministry of  ... 
dblp:conf/clef/ModaresiL016 fatcat:f3766tybazbcxfhq4tu5zb2iqy

Overview of PAN'17 [chapter]

Martin Potthast, Francisco Rangel, Michael Tschuggnall, Efstathios Stamatatos, Paolo Rosso, Benno Stein
2017 Lecture Notes in Computer Science  
This paper gives a high-level overview of each of the three shared tasks organized this year, namely author identification, author profiling, and author obfuscation.  ...  Abstract The PAN 2017 shared tasks on digital text forensics were held in conjunction with the annual CLEF conference.  ...  Acknowledgements Our special thanks go to all of PAN's participants, to Symanto Group 2 for sponsoring PAN and to MeaningCloud 3 for sponsoring the author profiling shared task award.  ... 
doi:10.1007/978-3-319-65813-1_25 fatcat:mwcxd74zmvf6jdf243ur2t7a4y

Overview of PAN 2018 [chapter]

Efstathios Stamatatos, Francisco Rangel, Michael Tschuggnall, Benno Stein, Mike Kestemont, Paolo Rosso, Martin Potthast
2018 Lecture Notes in Computer Science  
of the same author.  ...  In addition, a shared task in multimodal author profiling examines, for the first time, a combination of information from both texts and images posted by social media users to estimate their gender.  ...  Acknowledgments Our special thanks go to all of PAN's participants, to Symanto Group 7 for sponsoring PAN and to MeaningCloud 8 for sponsoring the author profiling shared task award.  ... 
doi:10.1007/978-3-319-98932-7_25 fatcat:7kjolzjqzncvfbv3mcxyhfchyu

Shared Tasks on Authorship Analysis at PAN 2020 [chapter]

Janek Bevendorff, Bilal Ghanem, Anastasia Giachanou, Mike Kestemont, Enrique Manjavacas, Martin Potthast, Francisco Rangel, Paolo Rosso, Günther Specht, Efstathios Stamatatos, Benno Stein, Matti Wiegmann (+1 others)
2020 Lecture Notes in Computer Science  
The paper gives a brief overview of the four shared tasks that are to be organized at the PAN 2020 lab on digital text forensics and stylometry, hosted at CLEF conference.  ...  The tasks include author profiling, celebrity profiling, crossdomain author verification, and style change detection, seeking to advance the state of the art and to evaluate it on new benchmark datasets  ...  The latest installment of PAN at CLEF 2019 had a strong focus on authorship analysis, featuring tasks on author profiling, celebrity profiling, authorship attribution, and style change detection.  ... 
doi:10.1007/978-3-030-45442-5_66 fatcat:c7yewwmji5hwjgmda5ouhloia4

Exploiting Wikipedia Categorization for Predicting Age and Gender of Blog Authors

K. Santosh, Aditya Joshi, Manish Gupta, Vasudeva Varma
2014 User Modeling, Adaptation, and Personalization  
However accurate prediction of such information has important applications in the fields of advertising, forensics and business intelligence.  ...  Experimental results show that classifiers learned using such features along with previously used features help us achieve significantly better accuracy compared to the state-of-the-art methods.  ...  The overview paper of the PAN Author Profiling task [5] discusses various approaches used by their participants.  ... 
dblp:conf/um/SantoshJGV14 fatcat:ufediz7gvfeu7c7pklbuojuuii

Overview of the 4th Author Profiling Task at PAN 2016: Cross-Genre Evaluations

Francisco Manuel Rangel Pardo, Paolo Rosso, Ben Verhoeven, Walter Daelemans, Martin Potthast, Benno Stein
2016 Conference and Labs of the Evaluation Forum  
This overview presents the framework and the results of the Author Profiling task at PAN 2016. The objective was to predict age and gender from a cross-genre perspective.  ...  The second order representation introduced by Pastor et al. [22] at PAN'13 has been used by three participants [42, 8, 25].  ...  Acknowledgements Our special thanks go to all of PAN's participants, as well as to MeaningCloud 7 for sponsoring the author profiling shared task award, and to Adobe 8 for sponsoring PAN.  ... 
dblp:conf/clef/PardoRVDPS16 fatcat:ufnvq4ffifhs7bntetza2bshqe

PANcakes Team: A Composite System of Domain-Agnostic Features For Author Profiling

Pepa Gencheva, Martin Boyanov, Elena Deneva, Preslav Nakov, Georgi Georgiev, Yasen Kiprov, Ivan Koychev
2016 Conference and Labs of the Evaluation Forum  
We present the system we built for participating in the PAN-2016 Author Profiling Task [9].  ...  The task asked to predict the gender and the age group of a person given several samples of his/her writing, and it was offered for three different languages: English, Spanish, and Dutch.  ...  We thank the Sofia University "St Kliment Ohridski" for the support and guidance to our team participation at the CLEF 2016 Conference.  ... 
dblp:conf/clef/GenchevaBDNGKK16 fatcat:c6rslcv4qjgmpgbkpbkf3f36fm
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