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FIRE 2021: Forum for Information Retrieval Evaluation, Virtual Event, India, December 13 - 17, 2021

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Overview of the HASOC Subtrack at FIRE 2021: Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages and Conversational Hate Speech
Sandip Modha | Thomas Mandl | Gautam Kishore Shahi | Hiren Madhu | Shrey Satapara | Tharindu Ranasinghe | Marcos Zampieri

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Overview of the DravidianCodeMix 2021 Shared Task on Sentiment Detection in Tamil, Malayalam, and Kannada
Ruba Priyadharshini | Bharathi Raja Chakravarthi | Sajeetha Thavareesan | Dhivya Chinnappa | Durairaj Thenmozhi | Rahul Ponnusamy

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Working Notes of the Workshop Arabic Misogyny Identification (ArMI-2021)
Hala Mulki | Bilal Ghanem

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[email protected] FIRE2021: Shared Track on Abusive Threat Identification in Urdu
Maaz Amjad | Alisa Zhila | Grigori Sidorov | Andrey Labunets | Sabur Butt | Hamza Imam Amjad | Oxana Vitman | Alexander F. Gelbukh

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AILA 2021: Shared task on Artificial Intelligence for Legal Assistance
Vedant Parikh | Upal Bhattacharya | Parth Mehta | Ayan Bandyopadhyay | Paheli Bhattacharya | Kripabandhu Ghosh | Saptarshi Ghosh | Arindam Pal | Arnab Bhattacharya | Prasenjit Majumder

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Findings of Shared Task on Offensive Language Identification in Tamil and Malayalam
Prasanna Kumar Kumaresan | Premjith B | Ratnasingam Sakuntharaj | Sajeetha Thavareesan | Subalalitha Chinnaudayar Navaneethakrishnan | Anand Kumar Madasamy | Bharathi Raja Chakravarthi | John P. McCrae

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[email protected]: Shared Track on Fake News Identification in Urdu
Maaz Amjad | Sabur Butt | Hamza Imam Amjad | Alisa Zhila | Grigori Sidorov | Alexander F. Gelbukh

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Overview of the FIRE 2021 track: Information Retrieval from Microblogs during Disasters (IRMiDis)
Moumita Basu | Soham Poddar | Saptarshi Ghosh | Kripabandhu Ghosh

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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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Towards Automatic Green Claim Detection
Vinicius Woloszyn | Joseph Kobti | Vera Schmitt

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Approximate Nearest Neighbour Search on Privacy-aware Encoding of User Locations to Identify Susceptible Infections in Simulated Epidemics
Chandan Biswas | Debasis Ganguly | Ujjwal Bhattacharya

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Query Change as a Contextual Markov Model for Simulating User Search Behaviour
Saber Zerhoudi | Michael Granitzer | Jörg Schlötterer | Christin Seifert

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From Opinion Mining to Improvement Mining : Understanding Product Improvements from User Reviews
Roshni R. Ramnani | Shubhashis Sengupta

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Meta-Learning for Offensive Language Detection in Code-Mixed Texts
Gautham Vadakkekara Suresh | Bharathi Raja Chakravarthi | John Philip McCrae

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A Survey of Recent Neural Network Models on Code-Mixed Indian Hate Speech Data
Suman Dowlagar | Radhika Mamidi

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Leveraging Transfer learning techniques- BERT, RoBERTa, ALBERT and DistilBERT for Fake Review Detection
Priyanka Gupta | Shriya Gandhi | Bharathi Raja Chakravarthi

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Smart City Umbrella Ontology : Context -Driven Framework For Traffic Planning
Annu Mor | Mukesh Kumar | Santanu Chaudhury

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Zero-shot reductive paraphrasing for digitally semi-literate
Prawaal Sharma | Navneet Goyal

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Data Augmentation for Layperson's Medical Entity Linking Task
Annisa Maulida Ningtyas | Allan Hanbury | Florina Piroi | Linda Andersson

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Attention based end to end Speech Recognition for Voice Search in Hindi and English
Raviraj Joshi | Venkateshan Kannan