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1. UCSB-AI/OmniTrace UCSB-AI/OmniTrace Public

   Official repository for paper: "OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs"

   Python 6 1

2. UCSB-AI/MMIR UCSB-AI/MMIR Public

   Official repository for the ACL 2025 Findings paper "Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models"

   Python 14 1

3. UCSB-AI/ProbMed UCSB-AI/ProbMed Public

   Official repository for the ACL 2025 Findings paper "Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA"

   Python 26 4

4. UCSB-AI/iReason UCSB-AI/iReason Public

   Official repository for the EMNLP 2025 paper "Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs"

   Python 5 2