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AIMH at SemEval-2021 Task 6: Multimodal Classification Using an Ensemble of Transformer Models

Nicola Messina, Fabrizio Falchi, Claudio Gennaro, Giuseppe Amato
<span title="">2021</span> <i title="Association for Computational Linguistics"> Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021) </i> &nbsp; <span class="release-stage">unpublished</span>
This paper describes the system used by the AIMH Team to approach the SemEval Task 6.  ...  We propose an approach that relies on an architecture based on the transformer model to process multimodal content (text and images) in memes.  ...  In this paper, we tackle subtasks 1 and 3 of the SemEval 2021 Task 6 challenge 1 (Dimitrov et al., 2021) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.semeval-1.140">doi:10.18653/v1/2021.semeval-1.140</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/y3e5i6sgnvapjoyob7euemrh34">fatcat:y3e5i6sgnvapjoyob7euemrh34</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210730030238/https://aclanthology.org/2021.semeval-1.140.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/33/e1/33e1371d1cc7e3506ef91207586151fa3428a6f9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.semeval-1.140"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images [article]

Dimitar Dimitrov, Bishr Bin Ali, Shaden Shaar, Firoj Alam, Fabrizio Silvestri, Hamed Firooz, Preslav Nakov, Giovanni Da San Martino
<span title="2021-04-25">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We describe SemEval-2021 task 6 on Detection of Persuasion Techniques in Texts and Images: the data, the annotation guidelines, the evaluation setup, the results, and the participating systems.  ...  ., by using early or late fusion, but rather modeling the interaction between them in a joint model.  ...  Nicola Messina, Fabrizio Falchi, Claudio Gennaro, and Giuseppe Amato. 2021. AIMH at SemEval-2021 Task 6: multimodal classification using an ensem- ble of transformer models.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.09284v1">arXiv:2105.09284v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2fpwudbkebebvdfa6iry4rsunq">fatcat:2fpwudbkebebvdfa6iry4rsunq</a> </span>
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SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images

Dimitar Dimitrov, Bishr Bin Ali, Shaden Shaar, Firoj Alam, Fabrizio Silvestri, Hamed Firooz, Preslav Nakov, Giovanni Da San Martino
<span title="">2021</span> <i title="Association for Computational Linguistics"> Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021) </i> &nbsp; <span class="release-stage">unpublished</span>
We describe SemEval-2021 task 6 on Detection of Persuasion Techniques in Texts and Images: the data, the annotation guidelines, the evaluation setup, the results, and the participating systems.  ...  ., by using early or late fusion, but rather modeling the interaction between them in a joint model.  ...  Nicola Messina, Fabrizio Falchi, Claudio Gennaro, and Giuseppe Amato. 2021. AIMH at SemEval-2021 Task 6: multimodal classification using an ensem- ble of transformer models.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.semeval-1.7">doi:10.18653/v1/2021.semeval-1.7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xvnf7b6zondz5jncnyf5uwugyq">fatcat:xvnf7b6zondz5jncnyf5uwugyq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210730024055/https://aclanthology.org/2021.semeval-1.7.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/04/94/0494d97faf48c83f2682fc9219c19dbcc31baacb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.semeval-1.7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>