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20242026
most citedMOSABench: Multi-Object Sentiment Analysis Benchmark for Evaluating Multimodal Large Language Models Understanding of Complex Image

1 citations · 1 across the 6 of their papers we have counts for

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cs.CV2025

Graph Laplacian Transformer with Progressive Sampling for Prostate Cancer Grading

Masum Shah Junayed, John Derek Van Vessem, Qian Wan +2

Prostate cancer grading from whole-slide images (WSIs) remains a challenging task due to the large-scale nature of WSIs, the presence of heterogeneous tissue structures, and diffic…

cs.CV2025

RAG-Adapter: A Plug-and-Play RAG-enhanced Framework for Long Video Understanding

Xichen Tan, Yunfan Ye, Yuanjing Luo +3

Multi-modal Large Language Models (MLLMs) capable of video understanding are advancing rapidly. To effectively assess their video comprehension capabilities, long video understandi…

cs.CL2025

How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization

Shezheng Song, Hao Xu, Jun Ma +5

Large Language Models (LLMs) exhibit strong general language capabilities. However, fine-tuning these models on domain-specific tasks often leads to catastrophic forgetting, where…