most citedCSPLADE: Learned Sparse Retrieval with Causal Language Models

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cs.CV2025

Can Visual Input Be Compressed? A Visual Token Compression Benchmark for Large Multimodal Models

Tianfan Peng, Yuntao Du, Pengzhou Ji +9

Large multimodal models (LMMs) often suffer from severe inference inefficiency due to the large number of visual tokens introduced by image encoders. While recent token compression…

cs.CV2025

SDRT: Enhance Vision-Language Models by Self-Distillation with Diverse Reasoning Traces

Guande Wu, Huan Song, Yawei Wang +4

Reasoning is increasingly crucial for various tasks. While chain-of-thought prompting enables large language models to leverage reasoning effectively, harnessing the reasoning capa…