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Puneet Mathur

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• A Glance Is All You Need: Single-Pass Fine-Grained Image Captioning with SimLoss
• Human-Aligned MLLM Judges for Fine-Grained Image Editing Evaluation: A Benchmark, Framework, and Analysis
• SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps