TRAC-1 Shared Task on Aggression Identification: IIT(ISM)@COLING'18
This paper describes the work that our team bhanodaig did at Indian Institute of Technology (ISM) towards TRAC-1 Shared Task on Aggression Identification in Social Media for COLING 2018. In this paper we label aggression identification into three categories: Overtly Aggressive, Covertly Aggressive and Non-aggressive. We train a model to differentiate between these categories and then analyze the results in order to better understand how we can distinguish between them. We participated in two different tasks named as English (Facebook) task and English (Social Media) task. For English (Facebook) task System 05 was our best run (i.e. 0.3572) above the Random Baseline (i.e. 0.3535). For English (Social Media) task our system 02 got the value (i.e. 0.1960) below the Random Bseline (i.e. 0.3477). For all of our runs we used Long Short-Term Memory model. Overall, our performance is not satisfactory. However, as new entrant to the field, our scores are encouraging enough to work for better results in future.
Code (0)
등록된 구현이 없습니다.
Tasks
Aggression IdentificationTransfer LearningWord EmbeddingsSimilar Papers 제목 키워드 기반
An Ensemble Approach for Aggression Identification in English and Hindi Text
This paper describes our system submitted in the shared task at COLING 2018 TRAC-1: Aggression Identification. The objective of this task was to predict online aggression spread through online textual post or comment. Th…
Aggression IdentificationBenchmarking Aggression Identification in Social Media
In this paper, we present the report and findings of the Shared Task on Aggression Identification organised as part of the First Workshop on Trolling, Aggression and Cyberbullying (TRAC - 1) at COLING 2018. The task was …
Aggression IdentificationBenchmarkingIRIT at TRAC 2020
This paper describes the participation of the IRIT team in the TRAC (Trolling, Aggression and Cyberbullying) 2020 shared task (Bhattacharya et al., 2020) on Aggression Identification and more precisely to the shared task…
Aggression IdentificationLanguage ModelingLanguage ModellingMisogynistic Aggression IdentificationFiltering Aggression from the Multilingual Social Media Feed
This paper describes the participation of team DA-LD-Hildesheim from the Information Retrieval Lab(IRLAB) at DA-IICT Gandhinagar, India in collaboration with the University of Hildesheim, Germany and LDRP-ITR, Gandhinaga…
Aggression IdentificationBIG-bench Machine LearningInformation RetrievalMulti-class Classification+1Bias, Threat and Aggression Identification Using Machine Learning Techniques on Multilingual Comments
In this paper, we presented our team "IIITRanchi” for the Trolling, Aggression and Cyberbullying (TRAC-3) 2022 shared tasks. Aggression and its different forms on social media and other platforms had tremendous growth on…
Aggression IdentificationPosition