Forum for Information Retrieval Evaluation (FIRE) (2025)

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Proceedings of the 17th annual meeting of the Forum for Information Retrieval Evaluation, FIRE 2025, Varanasi, India, December 17-20, 2025

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Proceedings of the 17th annual meeting of the Forum for Information Retrieval Evaluation, FIRE 2025, Varanasi, India, December 17-20, 2025
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WILD@FIRE2025: Overview of Word-level Code-Mixed Language Identification in Dravidian Languages.
Ameeta Agrawal|Asha Hegde|Sharal Coelho|Sabur Butt|Fazlourrahman Balouchzahi|Sudha V|Shashirekha Hosahalli Lakshmaiah
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MDA GenUro: Semantically Inclined Medical Document Annotation for Genito-Urinary and Urological Pathology.
Anubrat Bora|Gerard Deepak|Mohammed Salman S. A
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Analyzing Abusive Content in Indian Vernacular Languages: A Case Study of Marathi and Bangla.
Sanga Chaki|Harshvardhan Nerpagar
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Prosodic Features as Universal Ranking Signals: Cross-Lingual Speech Summarization in Indic Languages.
Priyanjana Chowdhury|Sanghamitra Nath|Utpal Sharma
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Overview of Cross Lingual Mathematical Information Retrieval at FIRE 2025.
Pankaj Dadure|Ayushi Malik|Sahinur Rahman Laskar
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Findings from the Second Shared Task on Spoken QueryCross-Lingual Information Retrieval for Indic Languages SqCLIRat FIRE 2025.
Bhargav Dave|Prasenjit Majumder|Debasis Ganguly|Evangelos Kanoulas
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The Code-LLM Handshake: Smarter Maintenance Through AI.
Adwita Deshpande|Aritra Maji|Diganta Mondol|Partha Pratim Das|Paul D. Clough|Srijoni Majumdar
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Towards Indian Intelligent Tourism Assistance: Design and Evaluation of the VATIKA QA Dataset.
Praveen Gatla|Anushka|Nabanita Sadhukhan|Rajesh Kumar Mundotiya
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Overview of the HASOC Track at FIRE 2025: Abusive Meme Identification - Shadows Behind the Laughter.
Koyel Ghosh|Mithun Das|Sumukh Patel|Nilotpal Bhandary|Alloy Das|Animesh Mukherjee|Sandip Modha|Debasis Ganguly|Utpal Garain|Sylvia Jaki|Thomas Mandl
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Offensive Language Identification in Code-Mixed Texts: Findings from the DravidianCodeMix Shared Task.
Prasanna Kumar Kumaresan|Sripriya N|Durairaj Thenmozhi|Bharathi B|Sublalitha C. N|Anusha M. D|Parameshwar R. Hegde|Deepthi Vikram|Bharathi Raja Chakravarthi
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Overview of CryptOQA: Opinion Extraction and Question Answering from CryptoCurrency-Related Tweets, Reddit, and Youtube Posts.
Dhruv Kumar|Somrupa Sarkar|Koustav Rudra|Kripabandhu Ghosh
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Novel Zero-Shot Framework for Sanskrit-English Cross-Lingual Information Retrieval.
Raja Kuricheti|Atharsh K|Latha R
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Cross-Lingual Transfer vs. Minimal Fine-Tuning for Indic Question Answering: An Empirical Study on the Indic-QA Benchmark.
Manash Pratim Lahkar|Utpal Sharma|Tribikram Pradhan
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EventTempEx: A Tool for Interpreting Event-Anchored Temporal Expressions.
Naman Lal|Pawan Kumar Rajpoot|Kishan Gurumurthy|Naman Omar
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HALO-GPT: Hindi Active Learning with Oracle GPT-3.5.
Ajanta Maurya|V. Vijaya Saradhi|Ashish Anand
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Prompt Recovery for Misinformation Detection at FIRE 2025.
Parth Mehta|Asha Hegde|Gautam Kishore Shahi|Shrey Satapara|Sandip Modha|Debasis Ganguly|Durgesh Nandini|Hosahalli Lakshmaiah Shashirekha|Amit Kumar Jaiswal|Gabriella Pasi|Thomas Mandl
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Dynamics of Character Embeddings in Indian Mythology: A Physics-Informed Neural Networks Approach.
Apurba Paul|Anish Goswami|Sainik Kumar Mahata|Dipankar Das
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Overview of the SciHigh Track at FIRE 2025: Research Highlight Generation from Scientific Papers.
Tohida Rehman|Debarshi Kumar Sanyal|Samiran Chattopadhyay
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From Climate Headlines to Stock Trends: A Sentiment-Aware Financial Model.
Diya Saha|Manjira Sinha|Tirthankar Dasgupta
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ConVart: A Framework for Evaluating Confidence and Variability in Large Language Models for Domain-Specific Reliability.
Diya Saha|Manjira Sinha|Tirthankar Dasgupta
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Automating Exam Evaluation Using Generative AI (GenAI).
Tanmayi Samant|Girish P. Bhole|Sandeep S. Udmale
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Towards Ayurveda Information Retrieval - Challenges and Opportunities.
Pranav Shukla|Vandana Dhingra|Girish Tillu
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Soft Prompt Improves Direct Search Responses.
Nilanjan Sinhababu|Pabitra Mitra|Debasis Ganguly
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Overview of the CMIR Track at FIRE 2025: Code-Mixed Information Retrieval from Social Media Data.
Krishna Tewari|Supriya Chanda|Sukomal Pal
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Overview of the Shared Task on Multilingual Story Illustration: Bridging Cultures through AI Artistry (MUSIA).
Krishna Tewari|Anshita Malviya|Supriya Chanda|Arjun Mukherjee|Sukomal Pal

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Working Notes of FIRE 2025 - Forum for Information Retrieval Evaluation, co-located with 17th Forum for Information Retrieval Evaluation (FIRE), Varanasi, India, December 17-20, 2025.

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Working Notes of FIRE 2025 - Forum for Information Retrieval Evaluation, co-located with 17th Forum for Information Retrieval Evaluation (FIRE), Varanasi, India, December 17-20, 2025.
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A TriFusion Model for Offensive Language Detection in Dravidian Code-Mixed Text.
Raksha Adyanthaya|Rathnakara Shetty P
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Categorizing Code Comments based on its Relevance for Code Readability.
Kashvi Aggarwal
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Word-level Language Identification using Character-level Features.
Amaan Ahmad|Asha Hegde|Sharal Coelho
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FusionGuard: Visual-Linguistic Representations for Multilingual Harmful Content Detection.
Arunabha Basak|Samujjal Choudhury|Anshita Malviya|Bidyut Kr. Patra|Pratik Chattopadhyay
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Scoring with Intelligence: Prompting GPT-3.5 Turbo for Better Code Retrieval.
Ritabrata Bharati
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From Abstract to Highlight: Automatic Research Highlight Generation.
Anindita Bhattacharya|Tohida Rehman
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Transformer-based models for generating research highlights from scientific articles.
Gowni Bhavishya|Siba Sankar Sahu
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A Multi-Modal Ensemble Approach for Hate Speech and Offensive Content Detection in Indic Memes.
Radhika Bohra|Yashvardhan Sharma
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A Multi-Model Lexical Fusion Approach for English-Bengali Code-Mixed Information Retrieval.
Kunal Chakma|Subhajit Datta
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Findings of the Code-Mixed Information Retrieval from Social Media Data (CMIR) Shared Task at FIRE 2025.
Supriya Chanda|Krishna Tewari|Sukomal Pal
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AURORA: Automated Understanding and Recognition of Omnilingual Misinformation Artefacts.
Kailasa Sai Charan|Utkrisht Suman|Roshan Jain|Jasneet Kaur|Shakshi Sharma
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Math Beyond Language Barriers: Retrieving Mathematical Content using Sentence Transformers.
Sharal Coelho|Asha Hegde|Mohammed Zaher Taljeh|Amaan Ahmad
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Transformer based Opinion Classification of Cryptocurrency Posts.
Jerin Mahibha C|Wordson Robert|Gersome Shimi|Durairaj Thenmozhi
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Transformer Driven Word Level Classification of Dravidian Languages.
Jerin Mahibha C|Wordson Robert|Gersome Shimi|Durairaj Thenmozhi
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Bodo Meme Classification using Multimodal Fusion and Oversampling in HASOC-2025.
Pankaj Dadure|Sourav Ghosh
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A Transformer-based model for hate speech detection in low resource Indian languages.
Jaimin Damor|Siba Sankar Sahu
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Overview of the Second Shared Task on Spoken Query Cross-Lingual Information Retrieval for Indic Languages SqCLIR at FIRE 2025.
Bhargav Dave|Prasenjit Majumder|Debasis Ganguly|Evangelos Kanoulas
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Applications of LLMs for Code Analysis.
Adwita Deshpande
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Overview of the IRSE track at FIRE 2025: Information Retrieval in Software Engineering.
Adwita Deshpande|Aritra Maji|Diganta Mondol|Partha Pratim Das|Paul D. Clough|Srijoni Majumdar
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Investigating the Impact of Synthetic Data on Code Comment Quality Prediction: A Logistic Regression Study.
Subhajit Dutta
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Misinformation Detection in Russo-Ukrainian Conflict Tweets.
Thibault Ehrhart|Raphaël Troncy|Grégoire Burel|Harith Alani
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Towards Indian Intelligent Tourism Assistance: Design and Evaluation of the VATIKA QA Dataset.
Praveen Gatla|Anushka|Nabanita Sadhukhan|Rajesh Kumar Mundotiya
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Overview of the HASOC Track at FIRE 2025: Abusive Meme Identification - Shadows Behind the Laughter.
Koyel Ghosh|Mithun Das|Shubhankar Barman|Mwnthai Narzary|Saptarshi Saha|Animesh Mukherjee|Sandip Modha|Debasis Ganguly|Utpal Garain|Sylvia Jaki|Thomas Mandl
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IndicBERTv2-MLM-only for Fine-Grained Misinformation Analysis in South Indian Languages.
N. V. Gokul|J. JeswinJoel|S. Gautham|J. Rajeswari
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LexiSemIR: A Two-Stage Re-ranking Framework with BM25 and Zero-Shot Bi-Encoder.
Swati Gupta|Tanusree Nath|Vedika Gupta|Manjari Gupta
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Bridging Modalities for Hate Speech Detection in Memes.
Fadi Hassan|Evgenii Migaev|Md Saroar Jahan|Frank Mtumbuka
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Overview of CoLI-Dravidian 2025: Word-level Code-Mixed Language Identification in Dravidian Languages.
Asha Hegde|Fazlourrahman Balouchzahi|Sabur Butt|Sharal Coelho|Sudha V|Shashirekha Hosahalli Lakshmaiah|Ameeta Agrawal
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Knowledge Extraction: Pegasus-driven Summarization for Research Dissemination.
Asha Hegde|Sharal Coelho|Joiesmary D'Souza
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HASOC-Meme: Enhancing Hate Speech Recognition in Bengali Hindi Gujarati and Bodo Memes Using Multimodal Multitask Transformers.
Asha Hegde|Sharal Coelho|Amrithkala M. Shetty
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Hindi Tourism QA System: Low-Resource Question Answering using MT5-small.
Asha Hegde|Sharal Coelho|Amrithkala M. Shetty|Mohammed Zaher Taljeh
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Exploring Crypto Narratives: Developing Approaches for Opinion Extraction and Question Answering in Social Media Text.
Asha Hegde|Sharal Coelho|Krishna Tewari
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Multilingual Pretrained Models for Offensive Language Identification in Dravidian Code-Mixed Text.
Asha Hegde|Amrithkala M. Shetty|Shazia Mannan|Sharal Coelho
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SVNIT_CSE: Building a question answering system for Hindi using word-embedding.
Ankur Jariwala|Siba Sankar Sahu
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Leveraging Large Language Model(LLM) and V-LLM for Zero-Shot Multilingual Story Illustration.
Kishan Kachhadiya|Parth Patel
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Cross-Lingual Mathematical Information Retrieval with BM25 and LLM-based Pointwise Re-ranking.
Kishan Kachhadiya|Parth Patel
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Entity and Keyword Guided Highlight Generation from Scientific Abstracts Using Large Language Models.
Nishalini K|Sreenath K. A|Anand Kumar M|Navya Binu
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Transformer-Based Multi-Task Text Classification of Cryptocurrency Social Media Text with DeBERTaV3-Small.
V. T. Rushi Kannan|Sara Renjit
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Automated Assessment of Code Comment Quality.
Hard Kapadia
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An Empirical Study on Synthetic Data Augmentation for Code Comment Quality Classification.
Lakshay Khurana
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Automated Detection of Misinformation on Twitter During the 2022 Russo-Ukrainian Conflict.
Sushma Kumari
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Varanasi Tourism in Question Answer System Track: IIIT SURAT @ FIRE'25 Shared Task.
Ritesh Kumar|Sumit Chand Jaiswal|Dhiraj Bhatia
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Overview of CryptOQA: Opinion Extraction and Question Answering from CryptoCurrency-Related Tweets Reddit and Youtube Posts.
Dhruv Kumar|Somrupa Sarkar|Koustav Rudra|Kripabandhu Ghosh
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VA-BO-INTERN: Adapting Small Language Models to Low-Resource Domains: A Case Study in Hindi Tourism QA.
Sandipan Majhi|Paheli Bhattacharya
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Leveraging Artificial Intelligence for Automated Software Documentation Assessment: A Machine Learning Approach to Code Comment Evaluation.
Aritra Maji
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Overview of Cross-Lingual Mathematical Information Retrieval at FIRE 2025.
Ayushi Malik|Pankaj Dadure|Sahinur Rahman Laskar
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Learning to Judge Code Comments: Machine Learning for Documentation Utility.
Diganta Mandal
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Bridging Cultures through AI: The Art of Multilingual Storytelling.
Shazia Mannan|Asha Hegde|Sharal Coelho
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Reciprocal Rank Fusion Based Hybrid Dense-Sparse Information Retrieval on Code-Mixed Banglish Social Media Text.
Burhanuddin Merchant|Ashwaq Khazi|Sheetal S. Sonawane
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Hybrid Transformer-Based Summarization for Scientific Highlight Generation Using the MixSub-SciHigh Dataset.
Harsh Mishra|Rama Kant Kumar|Naina Yadav
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Decoding Benglish: Scalable Information Retrieval for Transliterated Code-Mixed Conversations.
Harsh Mishra|Ramya Sharma|Naina Yadav
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VATIKA: A Hindi Machine Reading Comprehension Approach for Varanasi Tourism Question Answering using mT5.
Harsh Mishra|Naina Yadav|Nirbhay Kumar Tagore|Ramakant Kumar
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Using Silver-Standard Machine Learning Models to Determine Usefulness of C Comments.
Aritra Mitra
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Using SVM and Naïve Bayes Classifier to Assess the Utility of C Comments.
Anamitra Mukhopadhyay
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From Misrepresentation to Quantities: Labeling Misinformation Types in South Indian Language Summaries.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Model Fusion for Bridging Linguistic Variability in Bengali-English Code-Mixed Information Retrieval.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Exploring Classical Machine Learning and Deep Learning Approaches for Offensive Language Identification in Dravidian Code-Mixed Text.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Leveraging Transformers for Structured Highlight Generation in Scientific Literature.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Towards Safer Social Media: Multimodal Hate Speech Detection in Memes across Diverse Indian Languages.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Exploring Language-Specific Characteristics for Word-level Language Identification in Dravidian Languages.
Rachana Nagaraju|H. L. Shashirekha
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MUCS@ - Question Answering in Hindi for Tourism: Evaluation of Transformer-Based Approaches on VATIKA.
Rachana Nagaraju|Hosahalli Lakshmaiah Shashirekha
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Multimodal Hate Speech and Offensive Content Classification in Code-Mixed Indian Language Memes.
Sai Saketh Nandam|Anand Kumar Madasamy
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Overview of the shared task on Offensive Language Identification in Dravidian code-Mixed Languages.
Sripriya N|Bharathi Raja Chakravarthi|Thenmozhi Durairaj|Bharathi B|Prasanna Kumar Kumaresan|Subalalitha C. N|Anusha M. D|Parameshwar R. Hegde|Deepthi Vikram
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Hate Speech and Offensive Content Identification in Memes in Bangla Hindi and Bodo.
Tanmoy Paul|Anupam Jamatia
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A Social Media Misinformation Detection Model Integrating Semantic and Twitter Features.
Junwei Peng|Zijie Lin|Zhongyuan Han
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A Transformer-based approach to Multimodal Hateful Meme Classification.
Sharad Prakash|Upkar Kumar Kedia|Kirti Kumari|Kushagra Prakash|Trishant Kumar
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Detecting 2022 Russo-Ukrainian Conflict Misinformation Using a Hybrid Transformer Approach.
Pratik Priyanshu
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DravidianCodeMix 2025: Offensive Content Classification in Kannada-Tulu Code-Mixed Texts Using Classical Machine Learning.
Santhiya P|Anand S|Archna V|Debehaa J
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DravidianCodeMix 2025: Comparative Study of Transformer-based Models for Offensive Content Detection in Tamil Malayalam Kannada and Tulu Code-Mixed Texts.
Santhiya P|Akshitha A V|Arul Murugan|Chandran T
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FAST-HASOC 2025: Multimodal and Multilingual Approaches for Hate Speech and Offensive Content Detection in Hindi Memes.
Muhammad Rafi|Saif Ur Rehman Awan|Ramsha Jat|Aiman Falak|Fatimah Ansari|Ahmed Raza|Sagar Chabbriya
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Multilingual Hate Speech Classification in Memes Using OCR-Extracted Text and Visual Features.
Subham Kumar Rai|Kunal Goswami|Gunjan Kumar|Sangita Singh|Jyoti Prakash Singh
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Generating Research Highlights from Scientific Literature: Findings from the FIRE 2025 SciHigh Track.
Tohida Rehman|Debarshi Kumar Sanyal|Samiran Chattopadhyay
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Highlight Generation from Scientific Papers Using XGBoost Regressor Model.
Papun Roy|Kamal Sarkar
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NarrArt: Multilingual Story Illustration with AI for English and Hindi Narratives.
Mrinmoy Sadhukhan|Indrajit Bhattacharya|Paramartha Dutta
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A Lightweight Contrastive System for Misinformation Detection in Social Media Tweets.
Priyam Saha
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Automatic Scientific Summarization: A Neural Approach to Research Highlight Generation.
Ayanika Samanta|Tohida Rehman
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Enhanced Code Comment Relevance Classification Using Domain-Adaptive CodeBERT with Masked Language Modeling.
L. Simiyon Vinscent Samuel|Sundareswaran Rajaguru|Vijayaraaghavan K. S|A. Vijayalakshmi
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Dravidian Language Identification Model.
Sruthi Santhanam|Yashvardhan Sharma
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Hateful and Offensive Meme Detection in Multimodal Memes Dataset for Indo-Aryan Languages.
Aarsh Sarvaiya|Tripti Kumari|Ayan Das
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From Romanised to Relevant: Multistage Information Retrieval for Code-Mixed Multilingual Queries.
Lakshay Sawhney|Sumit Goswami
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Hierarchical Opinion Classification using Large Language Models.
Shuvam Banerji Seal|Alok Mishra|Utkarsha Ghosh
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Overview of the First Shared Task on Prompt Recovery for Misinformation Detection (PROMID 2025).
Gautam Kishore Shahi|Asha Hegde|Shrey Satapara|Parth Mehta|Sandip Modha|Debasis Ganguly|Durgesh Nandini|H. L. Shashirekha|Amit Kumar Jaiswal|Gabriella Pasi|Thomas Mandl
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Misinformation Detection using ML.
Deepish Sharma|Yashvardhan Sharma
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Code-Mixed IR: An Ensemble Approach to Robust Ranking Models.
Amrithkala M. Shetty|Asha Hegde|Sharal Coelho
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Automated Classification of C Code Comment Quality with SVM and Naïve Bayes.
Kumar Shresth
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CoLIR: Late Interaction based Code-Mixed Information Retrieval for English-Bengali language pair.
Devansh Shroff
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Automating Scientific Highlight Generation with Transformer Models.
Sangita Singh|Navya Sinha|Jyoti Prakash Singh
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DravidianCodeMix 2025: Empirical Analysis of Classical Machine Learning Approaches in Tamil Malayalam and Tulu Code-Mixed Offensive Content Classification.
Shudapreyaa R. S|Surya U. S|Swetha M|Sandeep P. S
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VATIKA-QA: A Hybrid BERT-IndicBART Approach for Hindi Question Answering in Tourism Domain.
Prudvi Kumar Reddy Narreddi Subbannagari|Avanish S. Velidi|Anand Kumar Madasamy
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Multilingual Story Illustration for MUSIA 2025 using One-Prompt-One-Story Image Generation.
Sharma Nandini Surendra|Divya Sharma
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Enhancing Multilingual Mathematical Document Retrieval: A Hindi-to-English Translation and ColBERT-based Approach.
Ayush Sur|Venkatesh Shukla|Aditya Rai|Lucky Garg
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TIRTHA: Tourism Information Retrieval and Text-based Hindi Answering.
Krishna Tewari|Supriya Chanda|Aarya Chaturvedi
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SAViOR: Sentiment Sarcasm Abuse and Vulgarity in Online Realities (Memes).
Krishna Tewari|Supriya Chanda|Aditya Namdeo|Sukomal Pal
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OffenSwitch: Decoding Toxicity in Dravidian Code-Mixing with Transformers.
Krishna Tewari|Supriya Chanda|K. Abhinay Paul
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MIRaCLE: Multilingual Information Retrieval with Cross-Lingual Embeddings for Mathematical Expressions.
Krishna Tewari|Supriya Chanda|Riti Tripathi
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GraMLID: GRU-Assisted Multilingual BERT for Word-Level Language Identification in Low-Resource Dravidian Texts.
Krishna Tewari|Supriya Chanda|Suhani Verma
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Findings of the Shared Task on Multilingual Story Illustration: Bridging Cultures through AI Artistry (MUSIA).
Krishna Tewari|Anshita Malviya|Supriya Chanda|Arjun Mukherjee|Sukomal Pal
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Identification of the Relevance of Comments in Codes Using Graph Neural Networks.
Durairaj Thenmozhi|Aadit P|Adithya S|Harshil Malisetty|Rohan R
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Misinformation Detection in Multilingual Social Media Texts Using LLM-Based Translation Augmentation and DeBERTa Fine-Tuning.
Avinash Trivedi|Chindukuri Mallikarjuna
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Spoken-Query Cross-Lingual Information Retrieval for the Indic Languages (SqCLIR) using BM25 and Indic-BERT.
Pranesh TT|Thamizhmathi KK|Bharathi B
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Crypto social media analysis: Deep learning framework for Text Classification and Question Answering.
Jay Vaghela|Siba Sankar Sahu
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Hate Speech and Offensive Content Identification in Memes in Bangla Hindi and Gujarati using Auxiliary Text Supervised Learning.
Kongqiang Wang|Qingli Tan
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Misinformation Detection in Social Media Texts and LLM Generated Text using Auxiliary Text Supervised Learning.
Kongqiang Wang|Peng Zhang|Qingli Tan
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Preface.
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Evaluating the Efficacy of Synthetic Data for Source Code Comment Classification.
Lakshya Yadav
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Hate Speech and Offensive Content Identification in Memes in Hindi and Gujarati using BERT-Based Approach.
Peng Zhang|Gehao Lu