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Jaden Park

2 accepted papers

2026

Contamination Detection for VLMs Using Multi‑Modal Semantic Perturbations

ICLR 2026poster

Recent advances in Vision–Language Models (VLMs) have achieved state-of-the-art performance on numerous benchmark tasks. However, the use of internet-scale, often proprietary, pretraining corpora raises a critical concern for both practitioners and users: inflated performance due to \emph{test-set l…

Cited by 0SourcecodeScholar
2026

DocHop: Benchmarking Out-of-domain Multi-hop Reasoning in Information-Dense Documents

ICML 2026poster

Multimodal Large Language Models (MLLMs) have achieved strong performance on structured visual understanding tasks such as chart and document question answering. However, existing benchmarks typically evaluate these domains in isolation, overlooking realistic settings where numerical evidence in cha…

Cited by 0SourceScholar