#WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets

Iuliana Alexandra Fleşcan-Lovin-Arseni; Ramona Andreea Turcu; Cristina Sîrbu; Larisa Alexa; Sandra Maria Amarandei; Nichita Herciu; Constantin Scutaru; Diana Trandabat; Adrian Iftene

doi:10.18653/v1/S17-2068

#WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets

Iuliana Alexandra Fleșcan-Lovin-Arseni, Ramona Andreea Turcu, Cristina Sîrbu, Larisa Alexa, Sandra Maria Amarandei, Nichita Herciu, Constantin Scutaru, Diana Trandabăț, Adrian Iftene

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Abstract

This paper presents the participation of #WarTeam in Task 6 of SemEval2017 with a system classifying humor by comparing and ranking tweets. The training data consists of annotated tweets from the @midnight TV show. #WarTeam’s system uses a neural network (TensorFlow) having inputs from a Naïve Bayes humor classifier and a sentiment analyzer.

Anthology ID:: S17-2068
Volume:: Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017)
Month:: August
Year:: 2017
Address:: Vancouver, Canada
Editors:: Steven Bethard, Marine Carpuat, Marianna Apidianaki, Saif M. Mohammad, Daniel Cer, David Jurgens
Venue:: SemEval
SIG:: SIGLEX
Publisher:: Association for Computational Linguistics
Note:
Pages:: 407–410
Language:
URL:: https://aclanthology.org/S17-2068/
DOI:: 10.18653/v1/S17-2068
Bibkey:
Cite (ACL):: Iuliana Alexandra Fleșcan-Lovin-Arseni, Ramona Andreea Turcu, Cristina Sîrbu, Larisa Alexa, Sandra Maria Amarandei, Nichita Herciu, Constantin Scutaru, Diana Trandabăț, and Adrian Iftene. 2017. #WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets. In Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), pages 407–410, Vancouver, Canada. Association for Computational Linguistics.
Cite (Informal):: #WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets (Fleșcan-Lovin-Arseni et al., SemEval 2017)
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PDF:: https://aclanthology.org/S17-2068.pdf

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@inproceedings{flescan-lovin-arseni-etal-2017-warteam,
    title = "{\#}{W}ar{T}eam at {S}em{E}val-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets",
    author = "Fleșcan-Lovin-Arseni, Iuliana Alexandra  and
      Turcu, Ramona Andreea  and
      S{\^i}rbu, Cristina  and
      Alexa, Larisa  and
      Amarandei, Sandra Maria  and
      Herciu, Nichita  and
      Scutaru, Constantin  and
      Trandab{\u{a}}ț, Diana  and
      Iftene, Adrian",
    editor = "Bethard, Steven  and
      Carpuat, Marine  and
      Apidianaki, Marianna  and
      Mohammad, Saif M.  and
      Cer, Daniel  and
      Jurgens, David",
    booktitle = "Proceedings of the 11th International Workshop on Semantic Evaluation ({S}em{E}val-2017)",
    month = aug,
    year = "2017",
    address = "Vancouver, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/S17-2068/",
    doi = "10.18653/v1/S17-2068",
    pages = "407--410",
    abstract = {This paper presents the participation of {\#}WarTeam in Task 6 of SemEval2017 with a system classifying humor by comparing and ranking tweets. The training data consists of annotated tweets from the @midnight TV show. {\#}WarTeam{'}s system uses a neural network (TensorFlow) having inputs from a Na{\"i}ve Bayes humor classifier and a sentiment analyzer.}
}

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%0 Conference Proceedings
%T #WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets
%A Fleșcan-Lovin-Arseni, Iuliana Alexandra
%A Turcu, Ramona Andreea
%A Sîrbu, Cristina
%A Alexa, Larisa
%A Amarandei, Sandra Maria
%A Herciu, Nichita
%A Scutaru, Constantin
%A Trandabăț, Diana
%A Iftene, Adrian
%Y Bethard, Steven
%Y Carpuat, Marine
%Y Apidianaki, Marianna
%Y Mohammad, Saif M.
%Y Cer, Daniel
%Y Jurgens, David
%S Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017)
%D 2017
%8 August
%I Association for Computational Linguistics
%C Vancouver, Canada
%F flescan-lovin-arseni-etal-2017-warteam
%X This paper presents the participation of #WarTeam in Task 6 of SemEval2017 with a system classifying humor by comparing and ranking tweets. The training data consists of annotated tweets from the @midnight TV show. #WarTeam’s system uses a neural network (TensorFlow) having inputs from a Naïve Bayes humor classifier and a sentiment analyzer.
%R 10.18653/v1/S17-2068
%U https://aclanthology.org/S17-2068/
%U https://doi.org/10.18653/v1/S17-2068
%P 407-410

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Markdown (Informal)

[#WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets](https://aclanthology.org/S17-2068/) (Fleșcan-Lovin-Arseni et al., SemEval 2017)

#WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets (Fleșcan-Lovin-Arseni et al., SemEval 2017)

ACL

Iuliana Alexandra Fleșcan-Lovin-Arseni, Ramona Andreea Turcu, Cristina Sîrbu, Larisa Alexa, Sandra Maria Amarandei, Nichita Herciu, Constantin Scutaru, Diana Trandabăț, and Adrian Iftene. 2017. #WarTeam at SemEval-2017 Task 6: Using Neural Networks for Discovering Humorous Tweets. In Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), pages 407–410, Vancouver, Canada. Association for Computational Linguistics.