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2026
Judging What We Cannot Solve: A Consequence-Based Approach for Oracle-Free Evaluation of Research-Level Math ICML 2026 Spotlight Paper
Guijin Son, Donghun Yang, Hitesh Laxmichand Patel, Hyunwoo Ko, Amit Agarwal , Sunghee Ahn, Kyong-Ha Lee, Youngjae Yu .
Do Image-Text Metrics Respect Semantic Invariances? Amit Agarwal , Hitesh Laxmichand Patel, Meizhu Liu, Jyotika Singh, Karan Dua, Hansa Meghwani, Matthew Rowe, Michael Avendi, Yassi Abbasi, Tao Sheng, Sujith Ravi, Dan Roth
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, Kyong-Ha Lee, Youngjae Yu .
World in a Frame: Understanding Culture Mixing as a New Challenge for Vision-Language Models Eunsu Kim, Junyeong Park, Na Min An, Junseong Kim, Hitesh Laxmichand Patel, Jiho Jin, Julia Kruk, Amit Agarwal , Srikant Panda, Fenal Ashokbhai Ilasariya, Hyunjung Shim, Alice Oh .
Learning from Unknown for Open-Set Test-Time Adaptation Taki Hasan Rafi, Amit Agarwal , Hitesh Laxmichand Patel, Dong-Kyu Chae .
LLM for Barcodes: Generating Diverse Synthetic Data for Identity Documents Hitesh Laxmichand Patel, Amit Agarwal , Bhargava Kumar, Karan Gupta, Priyaranjan Pattnayak .
RECOR: Reasoning-Focused Multi-Turn Conversational Retrieval Benchmark Mohammed Ali, Abdelrahman Abdallah, Amit Agarwal , Hitesh Laxmichand Patel, Adam Jatowt .
Instance-Aware Test-Time Adaptation for Domain Generalization Taki Hasan Rafi, Serbeter Karlo, Amit Agarwal , Hitesh Laxmichand Patel, Bhargava Kumar, Dong-Kyu Chae .
Think Twice Before You Write -- an Entropy-based Decoding Strategy to Enhance LLM Reasoning Jiashu He, Meizhu Liu, Olaitan P Olaleye, Amit Agarwal , M. Avendi, Yassi Abbasi, Matthew Rowe, Hitesh Laxmichand Patel, Paul Li, Tao Sheng, Sujith Ravi, Dan Roth .
GSM-SEM: Benchmark and Framework for Generating Semantically Variant Augmentations Jyotika Singh, Fang Tu, Aziza Mirzadova, Amit Agarwal , Hitesh Laxmichand Patel, Sandip Ghoshal, Miguel Ballesteros, Yassine Benajiba, Weiyi Sun, Graham Horwood, Sujith Ravi, Dan Roth .
CommonLID: Re-evaluating State-of-the-Art Language Identification Performance on Web Data Pedro Ortiz Suarez, Laurie Burchell, Catherine Arnett, ... Amit Agarwal , et al .
A Review of Human-Centric Evaluation of Cultural Biases in Indic Languages in LLMs: Rethinking Research Directions Azmine Toushik Wasi, Omid Reza Heidari, MD Mohaymen Ul Anam, Abdur Rahman, Amit Agarwal , Hitesh Laxmichand Patel, Bhargava Kumar, Taki Hasan Rafi, Dong-Kyu Chae .
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 .
2025
AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025 Best Social Impact Paper Award
Srikant Panda, Amit Agarwal , Hitesh Laxmichand Patel .
RCI: A Score for Evaluating 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
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding Amit Agarwal , Srikant Panda, Kulbhushan Pachauri
Aligning LLMs for Multilingual Consistency in Enterprise Applications Amit Agarwal , Hansa Meghwani, Hitesh Laxmichand Patel, Tao Sheng, Sujith Ravi, Dan Roth
MVTamperBench: Evaluating Robustness of Vision-Language Models Amit Agarwal , Srikant Panda, Angeline Charles, Bhargava Kumar, Hitesh Laxmichand Patel, Priyaranjan Pattnayak, Taki Hasan Rafi, Tejaswini Kumar, Hansa Meghwani, Karan Gupta, Dong-Kyu Chae
Towards Robust Continual Test-Time Adaptation via Neighbor Filtration Taki Hasan Rafi, Amit Agarwal , Hitesh Laxmichand Patel, Dong-Kyu Chae .
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 .
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 .
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems Hansa Meghwani, Amit Agarwal , Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Srikant Panda .
SweEval: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use Hitesh Laxmichand Patel, Amit Agarwal , Arion Das, Bhargava Kumar, Srikant Panda, Priyaranjan Pattnayak, Taki Hasan Rafi, Tejaswini Kumar, Dong-Kyu Chae .
Review of Reference Generation Methods in Large Language Models Priyaranjan Pattnayak, Amit Agarwal , Bhargava Kumar, Yeshil Bangera, Srikant Panda, Tejaswini Kumar, Hitesh Laxmichand Patel .
Tokenization Matters: Improving Zero-Shot NER for Indic Languages Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Amit Agarwal .
LLM-Guided Lifecycle-Aware Clustering of Multi-Turn Customer Support Conversations Priyaranjan Pattnayak, Sanchari Chowdhuri, Amit Agarwal , Hitesh Laxmichand Patel .
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 .
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs Jyotika Singh, Weiyi Sun, Amit Agarwal , Viji Krishnamurthy, Yassine Benajiba, Sujith Ravi, Dan Roth .
A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics Angeline Charles, Srikant Panda, Amit Agarwal , Hitesh Laxmichand Patel, Priyaranjan Pattnayak, Bhargava Kumar, Tejaswini Kumar .
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 .
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 .
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 .
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 .
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia Samuel Cahyawijaya, Holy Lovenia, Joel Ruben Antony Moniz, ... Amit Agarwal , et al .
BenchHub: A Unified Benchmark Suite for Holistic and Customizable LLM Evaluation Eunsu Kim, Haneul Yoo, Guijin Son, Hitesh Patel, Amit Agarwal , Alice Oh .
