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Working Notes of FIRE 2021 - Forum for Information Retrieval Evaluation, Gandhinagar, India, December 13-17, 2021

Parth Mehta, Thomas Mandl, Prasenjit Majumder, Mandar Mitra (Editors)


Anthology ID:
2021.fire_conference-2021w
Year:
2021
Venue:
fire_conference
Publisher:
CEUR-WS.org
URL:
http://ceur-ws.org/Vol-3159
DBLP:
conf/fire/2021w
BibTeX:
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Working Notes of FIRE 2021 - Forum for Information Retrieval Evaluation, Gandhinagar, India, December 13-17, 2021

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Overview of the HASOC Subtrack at FIRE 2021: HateSpeech and Offensive Content Identification in English and Indo-Aryan Languages
Thomas Mandl | Sandip Modha | Gautam Kishore Shahi | Hiren Madhu | Shrey Satapara | Prasenjit Majumder | Johannes Schäfer | Tharindu Ranasinghe | Marcos Zampieri | Durgesh Nandini | Amit Kumar Jaiswal

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Overview of the HASOC Subtrack at FIRE 2021: Conversational Hate Speech Detection in Code-mixed language
Shrey Satapara | Sandip Modha | Thomas Mandl | Hiren Madhu | Prasenjit Majumder

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Exploring Transformer Based Models to Identify Hate Speech and Offensive Content in English and Indo-Aryan Languages
Somnath Banerjee | Maulindu Sarkar | Nancy Agrawal | Punyajoy Saha | Mithun Das

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Hate Speech and Offensive Content Identification with Graph Convolutional Networks
Necva Bölücü | Pelin Canbay

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Fine-tuning of Pre-trained Transformers for Hate Offensive and Profane Content Detection in English and Marathi
Anna Glazkova | Michael Kadantsev | Maksim Glazkov

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Leveraging Transformers for Hate Speech Detection in Conversational Code-Mixed Tweets
Zaki Mustafa Farooqi | Sreyan Ghosh | Rajiv Ratn Shah

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Detecting Hate Speech on English and Indo-Aryan Languages with BERT and Ensemble learning
Camilo Caparrós-Laiz | José Antonio García-Díaz | Rafael Valencia-García

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A Simple Language-Agnostic yet Strong Baseline System for Hate Speech and Offensive Content Identification
Yves Bestgen

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Multilingual Hate Speech and Offensive Language Detection in English Hindi and Marathi languages
Kalaivani Adaikkan | Thenmozhi Durairaj

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Hate Speech and Offensive Content Identification in English Tweets
Ritesh Kumar | Vishesh Gupta | Rajendra Pamula

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Machine Learning Models for Hate Speech and Offensive Language Identification for Indo-Aryan Language: Hindi
Purva Mankar | Akshaya Gangurde | Deptii Chaudhari | Ambika Pawar

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Probabilistic Impact Score Generation using Ktrain-BERT to Identify Hate Words from Twitter Discussions
Sourav Das | Prasanta Mandal | Sanjay Chatterji

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Ensemble Based Machine Learning Models for Hate Speech and Offensive Content Identification
Asha Hegde | Mudoor Devadas Anusha | Hosahalli Lakshmaiah Shashirekha

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Classification of Hate Speech and Offensive Content using an approach based on DistilBERT
Swetha Saseendran | Sudharshan R | Sreedhar V | Sharan Giri

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Hate Speech and Offensive Content Identification Based on Self-Attention
Yifan Xu | Hui Ning | Yutong Sun

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Battling Hateful Content in Indic Languages HASOC'21
Aditya Kadam | Anmol Goel | Jivitesh Jain | Jushaan Singh Kalra | Mallika Subramanian | Manvith Reddy | Prashant Kodali | T. H. Arjun | Manish Shrivastava | Ponnurangam Kumaraguru

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A Feature Extraction Based Model for Hate Speech Identification
Salar Mohtaj | Vera Schmitt | Sebastian Möller

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Attention Based BERT-FastText Model for Hate Speech and Offensive Content Identification in English and Hindi Languages
Krishanu Maity | Abhishek Kumar | Sriparna Saha

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Detect Hate and Offensive Content in English and Indo-Aryan Languages based on Transformer
Yongyi Kui

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Applying Transfer Learning using BERT-Based Models for Hate Speech Detection
Sakshi Kalra | Kalit Naresh Inani | Yashvardhan Sharma | Gajendra Singh Chauhan

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Hatespeech and Offensive Content Detection in Hindi Language using C-BiGRU
Sudharsana Kannan | Jelena Mitrovic

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Contextual Hate Speech Detection in Code Mixed Text using Transformer Based Approaches
Ravindra Nayak | Raviraj Joshi

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Offensive Language Identification Using Hindi-English Code-Mixed Tweets and Code-Mixed Data Augmentation
Md Saroar Jahan | Mourad Oussalah | Jhuma Kabir Mim | Mominul Islam

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Hate and Offensive Speech Detection in Hindi and Marathi
Abhishek Velankar | Hrushikesh Patil | Amol Gore | Shubham Salunke | Raviraj Joshi

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Leveraging Text Generated from Emojis for Hate Speech and Offensive Content Identification
Nkwebi Peace Motlogelwa | Edwin Thuma | Monkgogi Mudongo | Tebo Leburu-Dingalo | Gontlafetse Mosweunyane

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ALBERT for Hate Speech and Offensive Content Identification
Jun Zeng | Li Xu | Hao Wu

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Hate and Offensive Language Detection using BERT for English Subtask A
Md Saroar Jahan | Djamila Romaissa Beddiar | Mourad Oussalah | Nabil Arhab | Yazid Bounab

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Transformer Models for Offensive Language Identification in Marathi
Mayuresh Nene | Kai North | Tharindu Ranasinghe | Marcos Zampieri

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Offensive Text Detection on English Twitter with Deep Learning Models and Rule-Based Systems
Kinga Gémes | Ádám Kovács | Markus Reichel | Gábor Recski

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Multi-Task Learning with Sentiment Emotion and Target Detection to Recognize Hate Speech and Offensive Language
Flor Miriam Plaza del Arco | Sercan Halat | Sebastian Padó | Roman Klinger

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Hybrid Representation Fusion for Twitter Hate Speech Identification
Wentao Yu | Benedikt T. Boenninghoff | Dorothea Kolossa

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Fine-tune BERT to Classify Hate Speech in Hindi English Code-Mixed Text
Shikha Mundra | Nikhil Singh | Namita Mittal

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Hate and Offensive Speech Detection in Hindi Twitter Corpus
Ishali Jadhav | Aditi Kanade | Vishesh Waghmare | Deptii Chaudhari

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Multilingual Hate Speech and Offensive Content Detection using Modified Cross-entropy Loss
Arka Mitra | Priyanshu Sankhala

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biCourage: ngram and syntax GCNs for Hate Speech detection
Rodrigo Souza Wilkens | Dimitri Ognibene

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Detection of Hate or Offensive Phrase using Magnified Tf-Idf
Palash Nandi | Dipankar Das

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Machine Learning Models for Hate Speech Identification in Marathi Language
Disha Gajbhiye | Swapnil Deshpande | Prerna Ghante | Abhijeet Kale | Deptii Chaudhari

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Gated Multi-task learning framework for text classification
Suyash Sangwan | Lipika Dey | Mohammad Shakir

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Hate Speech Detection using LIME guided Ensemble Method and DistilBERT
Deepakindresh N | Rohan Avireddy | Aakash Ambalavanan | B. Radhika Selvamani

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Combining Textual Features for the Detection of Hateful and Offensive Language
Sherzod Hakimov | Ralph Ewerth

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One to Rule Them All: Towards Joint Indic Language Hate Speech Detection
Mehar Bhatia | Tenzin Singhay Bhotia | Akshat Agarwal | Prakash Ramesh | Shubham Gupta | Kumar Shridhar | Felix Laumann | Ayushman Dash

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Machine Learning Based Hate Speech Identification for English and Indo-Aryan Languages
Anirudh Anand | Jeet Golecha | Bharathi B | Bhuvana Jayaraman | Mirnalinee T. T

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An Ensemble Approach for Hate and Offensive Language Identification in English and Indo-Aryan Languages
Abhinav Kumar | Pradeep Kumar Roy | Sunil Saumya

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Fine-tuning Pre-Trained Transformer based model for Hate Speech and Offensive Content Identification in English Indo-Aryan and Code-Mixed (English-Hindi) languages
Supriya Chanda | S. Ujjwal | Shayak Das | Sukomal Pal

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SVM for Hate Speech and Offensive Content Detection
Shyam Ratan | Sonal Sinha | Siddharth Singh

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Hate Speech and Offensive Content Identification in Hindi and Marathi Language Tweets using Ensemble Techniques
Ratnavel Rajalakshmi | Faerie Mattins | Srivarshan S | Preethi Reddy | M. Anand Kumar

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Conversational Hate-Speech detection in Code-Mixed Hindi-English Tweets
Ratnavel Rajalakshmi | Srivarshan S | Faerie Mattins | Kaarthik E | Prithvi Seshadri | M. Anand Kumar

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Classification of Hate Offensive and Profane content from Tweets using an Ensemble of Deep Contextualized and Domain Specific Representations
Basavraj Chinagundi | Muskaan Singh | Tirthankar Ghosal | Prashant Singh Rana | Guneet Singh Kohli

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Detecting Offensive Language in English Hindi and Marathi using Classical Supervised Machine Learning Methods and Word/Char N-grams
Yaakov HaCohen-Kerner | Moshe Uzan

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Feature Selection with Pretrained-BERT for Hate Speech and Offensive Content Identification in English and Hindi Languages
Surya Agustian | Reski Saputra | Aidil Fadhilah

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Overview of the Third Shared Task on Artificial Intelligence for Legal Assistance at FIRE 2021
Vedant Parikh | Upal Bhattacharya | Parth Mehta | Ayan Bandyopadhyay | Paheli Bhattacharya | Kripabandhu Ghosh | Saptarshi Ghosh | Arindam Pal | Arnab Bhattacharya | Prasenjit Majumder

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Categorizing Roles of Legal Texts via Sequence Tagging on Domain-Specific Language Models
Sourav Dutta

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DistilRoBERTa Based Sentence Embedding for Rhetorical Role Labelling of Legal Case Documents
Deepthi Sudharsan | Asmitha U | Premjith B | Soman K. P

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Legal Text Classification and Summarization using Transformers and Joint Text Features
Shaz Furniturewala | Racchit Jain | Vijay Kumari | Yashvardhan Sharma

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Classification on Sentence Embeddings for LegalAssistance
Arka Mitra

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Summarization of Indian Legal Judgement Documents via Ensembling of Contextual Embedding based MLP Models
Deepali Jain | Malaya Dutta Borah | Anupam Biswas

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Simple Transformers in Rhetoric Role Labelling for Legal Judgements
Sai Shridhar Balamurali | Kayalvizhi S | Thenmozhi D

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Rhetorical Role Labelling for Legal Judgements and Legal Document Summarization
Siddhartha Rusiya | Aditya Sharma | Debajyoti Debbarma | Samarjit Debbarma

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Rhetorical Role Labelling for Legal Judgements using fastText Classifier
Tebo Leburu-Dingalo | Edwin Thuma | Gontlafetse Mosweunyane | Nkwebi Peace Motlogelwa

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Automatic Detection of Rhetorical Role Labels using ERNIE2.0 and RoBERTa
Guneet Singh Kohli | Prabsimran Kaur | Jatin Bedi

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Overview of the HASOC-DravidianCodeMix Shared Task on Offensive Language Detection in Tamil and Malayalam
Bharathi Raja Chakravarthi | Prasanna Kumar Kumaresan | Ratnasingam Sakuntharaj | Anand Kumar Madasamy | Sajeetha Thavareesan | B. Premjith | Sreelakshmi K | Subalalitha Chinnaudayar Navaneethakrishnan | John P. McCrae | Thomas Mandl

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CoMaTa OLI- Code-Mixed Malayalam and Tamil Offensive Language Identification
Fazlourrahman Balouchzahi | S. Bashang | Grigori Sidorov | H. L. Shashirekha

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Hate Speech and Offensive Language Identification on Multilingual Code Mixed Text using BERT
Snehaan Bhawal | Pradeep Roy | Abhinav Kumar

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Analyzing Social Media Content for Detection of Offensive Text
Pawan Kalyan Jada | Konthala Yasaswini | Karthik Puranik | Anbukkarasi Sampath | Sathiyaraj Thangasamy | Kingston Pal Thamburaj

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Hate and Offensive Content Identification from Dravidian Social Media Posts: A Deep Learning Approach
Anu Priya | Abhinav Kumar

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Offensive Language Identification on Multilingual Code Mixing Text
Jyoti Kumari | Abhinav Kumar

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Transformer Based Model For Offensive Content Recognition In Dravidian Languages
Divya S | Sripriya N

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Pretrained Transformers for Offensive Language Identification in Tanglish
Sean Benhur | Kanchana Sivanraju

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TOLD: Tamil Offensive Language Detection in Code-Mixed Social Media Comments using MBERT with Features based Selection
Kalaivani Adaikkan | Thenmozhi Durairaj | Aravindan Chandrabose

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mBERT Based Model for Identification of Offensive Content in South Indian Languages
Shankar Biradar | Sunil Saumya | Arun Chauhan

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Offensive Text Prediction using Machine Learning and Deep Learning Approaches
Bhuvana Jayaraman | Mirnalinee T. T | Karthik Raja Anandan | Aarthi Suresh Kumar | Anirudh Anand

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Transformer Ensemble System for Detection of Offensive Content in Dravidian Languages
B. S. N. V. Chaitanya | Karri Anjali

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Offensive Language Identification using Machine Learning and Deep Learning Techniques
Jerin Mahibha C | Kayalvizhi Sampath | Durairaj Thenmozhi | Arunima S.

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Offensive Language Classification of Code-Mixed Tamil with Keras
Suchismita Tripathy | Ameya Pathak | Yashvardhan Sharma

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Detection Offensive Tamil Texts using Machine Learning and Multilingual Transformers Models
Malliga Subramanian | Shanmuga Vadivel Kogilavani | Antonette Shibani | Adhithiya G. J | Deepti Ravi | Gowthamkrishnan S

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IndicBERT Based Approach for Sentiment Analysis on Code-Mixed Tamil Tweets
R. Ramesh Kannan | Ratnavel Rajalakshmi | Lokesh Kumar

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RNN's VS TRANSFORMERS: Training Language Models on Deficit Datasets
Abhishek Kumar Gautam | Bharathi B

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Overview of Abusive and Threatening Language Detection in Urdu at FIRE 2021
Maaz Amjad | Alisa Zhila | Grigori Sidorov | Andrey Labunets | Sabur Butt | Hamza Imam Amjad | Oxana Vitman | Alexander F. Gelbukh

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Abusive and Threatening Language Detection in Urdu using Supervised Machine Learning and Feature Combinations
Muhammad Humayoun

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Urdu Abusive Language Detection using Machine Learning
Muhammad Owais Raza | Qaisar Khan | Ghulam Muhammad Soomro

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Abusive and Threatening Language Detection from Urdu Social Media Posts: A machine learning approach
Abhinav Kumar | Sunil Saumya | Pradeep Kumar Roy

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Abusive and Threatening Language Detection in Urdu using Boosting Based and BERT Based Models: A Comparative Approach
Mithun Das | Somnath Banerjee | Punyajoy Saha

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Detection of Abusive Records by Analyzing the Tweets in Urdu Language Exploring Transformer Based Models
Sakshi Kalra | Yash Bansal | Yashvardhan Sharma

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Abusive and Threatening Language Detection in Native Urdu Script Tweets Exploring Four Conventional Machine Learning Techniques and MLP
K. A. Karthikraja | Aarthi Suresh Kumar | B. Bharathi | Jayaraman Bhuvana | T. T. Mirnalinee

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Detection of Threat Records by Analyzing the Tweets in Urdu Language Exploring Deep Learning Transformer - Based Models
Sakshi Kalra | Mehul Agrawal | Yashvardhan Sharma

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ArMI at FIRE 2021: Overview of the First Shared Task on Arabic Misogyny Identification
Hala Mulki | Bilal Ghanem

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A Deep Learning Approach for Identification of Arabic Misogyny from Tweets
Abhinav Kumar | Pradeep Kumar Roy | Jyoti Prakash Singh

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Arabic Misogyny Identification
Fazlourrahman Balouchzahi | Grigori Sidorov | Hosahalli Lakshmaiah Shashirekha

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Context-aware Language Modeling for Arabic Misogyny Identification
Istabrak Abbes | Eya Nakache | Moez BenHajhmida

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Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media
Abdelkader El Mahdaouy | Abdellah El Mekki | Ahmed Oumar | Hajar Mousannif | Ismail Berrada

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Detecting Misogyny in Arabic Tweets
Abdusalam Nwesri | Stephen Wu | Harmain Harmain

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iCompass Working Notes for Arabic Misogyny Identification
Abir Messaoudi | Chayma Fourati | Mayssa Kchaou | Hatem Haddad

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Findings of the Sentiment Analysis of Dravidian Languages in Code-Mixed Text
Bharathi Raja Chakravarthi | Ruba Priyadharshini | Sajeetha Thavareesan | Dhivya Chinnappa | Durairaj Thenmozhi | Elizabeth Sherly | John P. McCrae | Adeep Hande | Rahul Ponnusamy | Shubhanker Banerjee | Charangan Vasantharajan

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CoSaD- Code-Mixed Sentiments Analysis for Dravidian Languages
Fazlourrahman Balouchzahi | Hosahalli Lakshmaiah Shashirekha | Grigori Sidorov

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Sentiment Classification on Bilingual Code-Mixed Texts for Dravidian Languages using Machine Learning Methods
Rashmi K. B. | Guruprasad H. S. | Shambhavi B. R.

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Sentiment Analysis on Multilingual Code-Mixed Kannada Language
Satyam Dutta | Himanshi Agrawal | Pradeep Kumar Roy

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Automatic Detecting the Sentiment of Code-Mixed Text by Pre-training Model
Yang Bai | Bangyuan Zhang | Wanli Chen | Yongjie Gu | Tongfeng Guan | Qisong Shi

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Transformer based Sentiment Analysis in Dravidian Languages
Pawan Kalyan Jada | D. Sashidhar Reddy | Konthala Yasaswini | Arunaggiri Pandian K | Prabakaran Chandran | Anbukkarasi Sampath | Sathiyaraj Thangasamy

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Transliterate or Translate? Sentiment Analysis of Code-Mixed Text in Dravidian Languages
Karthik Puranik | Bharathi B | Senthil Kumar B

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An Ensemble-Based Model for Sentiment Analysis of Dravidian Code-Mixed Social Media Posts
Abhinav Kumar | Sunil Saumya | Jyoti Prakash Singh

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A Deep Neural Network-based Model for the Sentiment Analysis of Dravidian Code-mixed Social Media Posts
Jyoti Kumari | Abhinav Kumar

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ECMAG - Ensemble of CNN and Multi-Head Attention with Bi-GRU for Sentiment Analysis in Code-Mixed Data
Dhanasekaran Prasannakumaran | Jappeswaran Balasubramanian Sideshwar | Durairaj Thenmozhi

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Comparative Analysis for Offensive Language Identification of Tamil Text using SVM and Logistic Classifier
Prabhu Ram. N | Meeradevi. T | Vibin Mammen Vinod | Gothainayaki. A | Anusha S | Agalya T

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Sentiment Analysis on Code-mixed Dravidian Languages A Non-Linguistic Approach
Prasad A. Joshi | Varsha M. Pathak

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BiLSTM-Sentiments Analysis in Code Mixed Dravidian Languages
Mudoor Devadas Anusha | Hosahalli Lakshmaiah Shashirekha

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Sentiment Analysis Model For Code-Mixed Tamil Language
N. Sripriya | S. Divya

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Sentiment Analysis of Dravidian-CodeMix Language
Ankit Kumar Mishra | Sunil Saumya | Abhinav Kumar

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Multilingual Sentiment Analysis in Tamil Malayalam and Kannada code-mixed social media posts using MBERT
Adaikkan Kalaivani | Durairaj Thenmozhi

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Deep Learning Based Sentiment analysis for MalayalamTamil and Kannada languages
Pavan Kumar P. H. V | Premjith B | Sanjanasri J. P. | Soman K. P

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Machine Learning Based Approach for Sentiment Analysis on Multilingual Code Mixing Text
B. Bharathi | G. U. Samyuktha

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Sentiment Analysis on Tamil Code-Mixed Text using Bi-LSTM
Pradeep Kumar Roy | Abhinav Kumar

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Is Meta Embedding Better than Pre-Trained Word Embedding to Perform Sentiment Analysis for Dravidian Languages in Code-Mixed Text?
Supriya Chanda | Rajat Pratap Singh | Sukomal Pal

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Voting Ensemble Model Based Malayalam-English Sentiment Analysis on Code-Mixed Data
K. Nimmi | B. Janet

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Sentiment Analysis on Dravidian Code-Mixed YouTube Comments using Paraphrase XLM-RoBERTa Model
Yandrapati Prakash Babu | Rajagopal Eswari

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Sentiment Analysis in Dravidian Code-Mixed YouTube Comments and Posts
Sanjeepan Sivapiran | Charangan Vasantharajan | Uthayasanker Thayasivam

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An Ensemble Model for Sentiment Classification on Code-Mixed Data in Dravidian Languages
S. R. Mithun Kumar | Nihal Reddy | Aruna Malapati | Lov Kumar

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Sentiment Analysis using Cross Lingual Word Embedding Model
Jerin Mahibha C | Kayalvizhi Sampath | Durairaj Thenmozhi

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Overview of the Shared Task on Fake News Detection in Urdu at FIRE 2021
Maaz Amjad | Sabur Butt | Hamza Imam Amjad | Alisa Zhila | Grigori Sidorov | Alexander F. Gelbukh

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Ensembled Feature Selection for Urdu Fake News Detection
Fazlourrahman Balouchzahi | Hosahalli Lakshmaiah Shashirekha | Grigori Sidorov

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Automatic Fake News Detection in Urdu Language using Transformers
Iqra Ameer | Claudia Porto Capetillo | Helena Gómez-Adorno | Grigori Sidorov

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Urdu Fake News Detection using TF-IDF Features and TextCNN
Muhammad Abdullah Ilyas | Khurram Shahzad

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Ensembling Machine Learning Models for Urdu Fake News Detection
Hammad Akram | Khurram Shahzad

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A Simple N-Gram Model for Urdu Fake News Detection
Hamada Nayel | Ghada Amer

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The 2021 Urdu Fake News Detection Task using Supervised Machine Learning and Feature Combinations
Muhammad Humayoun

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Detecting Fake News in URDU using Classical Supervised Machine Learning Methods and Word/Char N-grams
Yaakov HaCohen-Kerner | Natan Manor | Netanel Bashan | Elyasaf Dimant

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A Machine Learning Approach for Fake News Detection from Urdu Social Media Posts
Abhinav Kumar | Jyoti Kumari

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Ensembling of Various Transformer Based Models for the Fake News Detection Task in the Urdu Language
Sakshi Kalraa | Preetika Vermaa | Yashvardhan Sharma | Gajendra Singh Chauhan

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Fake News Detection in Urdu Language using BERT
Snehaan Bhawal | Pradeep Kumar Roy

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Urdu Fake News Detection Using Ensemble of Machine Learning Models
Asha Hegde | Hosahalli Lakshmaiah Shashirekha

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VaccineBERT: BERT for COVID-19 Vaccine Tweet Classification
Shivangi Bithel | Samidha Verma

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Identifying Situational Information during Mass Emergency
Sumit Anand | Mehuly Chakraborthy | Diptaraj Sen

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COVID Vaccine Stance Classification
Meghna Chakraborty | Sk. Aftab Aman

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Bidirectional Encoder Representations from Transformers for the COVID-19 vaccine stance classification
Abhinav Kumar | Pradeep Kumar Roy | Jyoti Prakash Singh

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Analyzing COVID-19 Vaccination
Poulami Ghosh | Sayani Ghosh

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Retrieval of Actionable Information during Mass Emergency: A Classification Approach
Aayush Chowdhury | Aman Choudhary | Aishwarya Roy

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Overview of the Causality-driven Adhoc Information Retrieval (CAIR) task at FIRE-2021
Suchana Datta | Debasis Ganguly | Dwaipayan Roy | Derek Greene

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Causal Document Retrieval: An Analytical Investigation
Pankaj Dadure | Partha Pakray | Sivaji Bandyopadhyay

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A Semantic Search Pipeline for Causality-driven Adhoc Information Retrieval
Dhairya Dalal | Sharmi Dev Gupta | Bentolhoda Binaei

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Preface