LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction

Gaël Guibon; Magalie Ochs; Patrice Bellot

doi:10.18653/v1/S18-1081

LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction

Gaël Guibon, Magalie Ochs, Patrice Bellot

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Abstract

In this paper we present the system submitted to the SemEval2018 task2 : Multilingual Emoji Prediction. Our system approaches both languages as being equal by first; considering word embeddings associated to automatically computed features of different types, then by applying bagging algorithm RandomForest to predict the emoji of a tweet.

Anthology ID:: S18-1081
Volume:: Proceedings of the 12th International Workshop on Semantic Evaluation
Month:: June
Year:: 2018
Address:: New Orleans, Louisiana
Editors:: Marianna Apidianaki, Saif M. Mohammad, Jonathan May, Ekaterina Shutova, Steven Bethard, Marine Carpuat
Venue:: SemEval
SIG:: SIGLEX
Publisher:: Association for Computational Linguistics
Note:
Pages:: 502–506
Language:
URL:: https://aclanthology.org/S18-1081/
DOI:: 10.18653/v1/S18-1081
Bibkey:
Cite (ACL):: Gaël Guibon, Magalie Ochs, and Patrice Bellot. 2018. LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction. In Proceedings of the 12th International Workshop on Semantic Evaluation, pages 502–506, New Orleans, Louisiana. Association for Computational Linguistics.
Cite (Informal):: LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction (Guibon et al., SemEval 2018)
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PDF:: https://aclanthology.org/S18-1081.pdf

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@inproceedings{guibon-etal-2018-lis,
    title = "{LIS} at {S}em{E}val-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction",
    author = {Guibon, Ga{\"e}l  and
      Ochs, Magalie  and
      Bellot, Patrice},
    editor = "Apidianaki, Marianna  and
      Mohammad, Saif M.  and
      May, Jonathan  and
      Shutova, Ekaterina  and
      Bethard, Steven  and
      Carpuat, Marine",
    booktitle = "Proceedings of the 12th International Workshop on Semantic Evaluation",
    month = jun,
    year = "2018",
    address = "New Orleans, Louisiana",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/S18-1081/",
    doi = "10.18653/v1/S18-1081",
    pages = "502--506",
    abstract = "In this paper we present the system submitted to the SemEval2018 task2 : Multilingual Emoji Prediction. Our system approaches both languages as being equal by first; considering word embeddings associated to automatically computed features of different types, then by applying bagging algorithm RandomForest to predict the emoji of a tweet."
}

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%0 Conference Proceedings
%T LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction
%A Guibon, Gaël
%A Ochs, Magalie
%A Bellot, Patrice
%Y Apidianaki, Marianna
%Y Mohammad, Saif M.
%Y May, Jonathan
%Y Shutova, Ekaterina
%Y Bethard, Steven
%Y Carpuat, Marine
%S Proceedings of the 12th International Workshop on Semantic Evaluation
%D 2018
%8 June
%I Association for Computational Linguistics
%C New Orleans, Louisiana
%F guibon-etal-2018-lis
%X In this paper we present the system submitted to the SemEval2018 task2 : Multilingual Emoji Prediction. Our system approaches both languages as being equal by first; considering word embeddings associated to automatically computed features of different types, then by applying bagging algorithm RandomForest to predict the emoji of a tweet.
%R 10.18653/v1/S18-1081
%U https://aclanthology.org/S18-1081/
%U https://doi.org/10.18653/v1/S18-1081
%P 502-506

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Markdown (Informal)

[LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction](https://aclanthology.org/S18-1081/) (Guibon et al., SemEval 2018)

LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction (Guibon et al., SemEval 2018)

ACL

Gaël Guibon, Magalie Ochs, and Patrice Bellot. 2018. LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction. In Proceedings of the 12th International Workshop on Semantic Evaluation, pages 502–506, New Orleans, Louisiana. Association for Computational Linguistics.