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Author

Yijia Zhang

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#natural language process... Preprint Oct 2026

Specialized Decision Models vs. General-Purpose LLMs: Benchmarking Jev Across Knowledge, Reasoning, and Multilingual Tasks

Jev is a"System One"model that returns a choice among given options instead of generating text. We study how such a specialized decision model compares with general-purpose large language models (LLMs). We evaluate Jev on 13 multiple-choice benchmarks covering knowledge, reasoning, and multilingual understanding, and c...

Xing Li, Qing-Cheng Chang, Jin-Zhong Ning et al. · 0 citations
Aug 2026

Multi-guided and pixel enhancement model for radiology report generation

A Multi-Guided and Pixel Enhancement model (MPE) is proposed to achieve targeted optimization of the LLM in RRG tasks to solve the dual challenges of blurring and noise interference in medical images.

Yi Guo, Xiaodi Hou, Zhi Liu et al. · 0 citations

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