2025
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RCI: A Score for Evaluationuating Global and Local Reasoning in Multimodal Benchmarks
Amit Agarwal, Hitesh Laxmichand Patel, Srikant Panda, Hansa Meghwani, Jyotika Singh, Karan Dua, Paul Li, Tao Sheng, Sujith Ravi, Dan Roth.
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FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding
Amit Agarwal, Srikant Panda, Kulbhushan Pachauri.
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Aligning LLMs for Multilingual Consistency in Enterprise Applications
Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Tao Sheng, Sujith Ravi, Dan Roth.
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Towards Robust Continual Test-Time Adaptation via Neighbor Filtration
Taki Hasan Rafi, Amit Agarwal, Hitesh Laxmichand Patel, Dong-Kyu Chae.
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PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications
Hitesh Laxmichand Patel, Amit Agarwal, Srikant Panda, Hansa Meghwani, Karan Dua, Paul Li, Tao Sheng, Sujith Ravi, Dan Roth.
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Instance-Aware Test-Time Adaptation for Domain Generalization
Hitesh Laxmichand Patel, Amit Agarwal, Taki Hasan Rafi, Dong-Kyu Chae.
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Hybrid AI for Responsive Multi-Turn Online Conversations With Novel Dynamic Routing and Feedback Adaptation
Priyaranjan Pattnayak, Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Srikant Panda.
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Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems
Hansa Meghwani, Amit Agarwal, Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Srikant Panda.
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Accesseval: Benchmarking Disability Bias in Large Language Models
Srikant Panda, Amit Agarwal, Hitesh Laxmichand Patel.
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Tokenization Matters: Improving Zero-Shot NER for Indic Languages
Priyaranjan Pattnayak, Hitesh Patel, Amit Agarwal.
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Improving Clinical Question Answering With Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization
Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Amit Agarwal, Bhargava Kumar, Srikant Panda, Tejaswini Kumar.
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Clinical QA 2.0: Multi-Task Learning for Answer Extraction and Categorization
Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Amit Agarwal, Bhargava Kumar, Srikant Panda, Tejaswini Kumar.
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Who's Asking? Investigating Bias Through the Lens of Disability-Framed Queries in LLMs
Vishnu Hari, Kalpana Panda, Srikant Panda, Amit Agarwal, Hitesh Laxmichand Patel.
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Pushing on Multilingual Reasoning Models With Language-Mixed Chain-of-Thought
Guijin Son, Donghun Yang, Hitesh Laxmichand Patel, Amit Agarwal, Hyunwoo Ko, Chanuk Lim, Srikant Panda, Minhyuk Kim, Nikunj Drolia, Dasol Choi.
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LegalMind: An Intelligent Solution for Legal Document Analysis With User-Centric UI and AI-Driven Capabilities in Mobile Devices
Azmine Toushik Wasi, Mst Rafia Islam, Abdur Rahman, Tawfia Yeasmin, Amit Agarwal, Hitesh Laxmichand Patel, Taki Hasan Rafi, Dong-Kyu Chae.
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FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models
Karan Dua, Hitesh Laxmichand Patel, Puneet Mittal, Ranjeet Gupta, Amit Agarwal, Praneet Pabolu, Srikant Panda, Hansa Meghwani, Graham Horwood, Fahad Shah.
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DAIQ: Auditing Demographic Attribute Inference from Question in LLMs
Srikant Panda, Hitesh Laxmichand Patel, Shahad Al-Khalifa, Amit Agarwal, Hend Al-Khalifa, Sharefah Al-Ghamdi.
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BenchHub: A Unified Benchmark Suite for Holistic and Customizable LLM Evaluationuation
Eunsu Kim, Haneul Yoo, Guijin Son, Hitesh Patel, Amit Agarwal, Alice Oh.
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Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia
Samuel Cahyawijaya, Holy Lovenia, Joel Ruben Antony Moniz, Tack Hwa Wong, Mohammad Rifqi Farhansyah, Thant Thiri Maung, Frederikus Hudi, David Anugraha, Muhammad Ravi Shulthan Habibi, Muhammad Reza Qorib.
2024
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MVTamperBench: Evaluationuating Robustness of Vision-Language Models
Amit Agarwal, Srikant Panda, Angeline Charles, Bhargava Kumar, Hitesh Patel, Priyaranjan Pattnayak, Taki Hasan Rafi, Tejaswini Kumar, Dong-Kyu Chae.
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Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts
Amit Agarwal, Hitesh Patel, Priyaranjan Pattnayak, Srikant Panda, Bhargava Kumar, Tejaswini Kumar.
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SweEvaluation: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use
Hitesh Laxmichand Patel, Amit Agarwal.
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Review of Reference Generation Methods in Large Language Models
Priyaranjan Pattnayak, Amit Agarwal, Bhargava Kumar, Yeshil Bangera, Srikant Panda, Tejaswini Kumar, Hitesh Laxmichand Patel.
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LLM for Barcodes: Generating Diverse Synthetic Data for Identity Documents
Hitesh Laxmichand Patel, Amit Agarwal, Bhargava Kumar, Karan Gupta, Priyaranjan Pattnayak.
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Vlmevalkit: An Open-Source Toolkit for Evaluationuating Large Multi-Modality Models
Haodong Duan, Junming Yang, Yuxuan Qiao, Xinyu Fang, Lin Chen, Yuan Liu, Xiaoyi Dong, Yuhang Zang, Pan Zhang, Jiaqi Wang, Amit Agarwal.
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Survey of Large Multimodal Model Datasets, Application Categories and Taxonomy
Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Bhargava Kumar, Amit Agarwal, Ishan Banerjee, Srikant Panda, Tejaswini Kumar.
