Diego A. Socolinsky

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Eval Frameworks & Benchmarks (2)Multimodal Models (1)Computer Vision (1)Data Curation & Synthetic Data (1)

Frequent co-authors

Spencer Romo (2)Bob Strahan (2)Boyi Xie (2)Priyashree Roy (1)

Papers (2)

Aug 3, 2026

Priyashree Roy +8Aug 3, 2026·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

Feb 17, 2026

Md Sirajus Salekin +7Feb 17, 2026

DocSplit: A Comprehensive Benchmark Dataset and Evaluation Approach for Document Packet Recognition and Splitting

Multimodal LLMs still struggle to split complex document packets, as shown by a new benchmark revealing significant performance gaps in identifying boundaries, classifying types, and maintaining page order.

Md Sirajus Salekin, Nivedha Balakrishnan, Vincil C. Bishop +5

Computer Vision Data Curation & Synthetic Data Eval Frameworks & Benchmarks

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Diego A. Socolinsky

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)