Sujitha Martin

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Multimodal Models (1)

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Priyashree Roy (1)Mohammad Rostami (1)Spencer Romo (1)Renhao Xue (1)

Papers (1)

Aug 3, 2026

Priyashree Roy +83w ago·also USC

Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction

Calibration quality of VLMs varies dramatically, with some models exhibiting near-perfect confidence estimates while others are severely overconfident, impacting automation decisions in document processing.

Priyashree Roy, Sujitha Martin, Mohammad Rostami +6

Eval Frameworks & Benchmarks Multimodal Models

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Sujitha Martin

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)