Author

Zhuoran Yan

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Conference Aug 2026

Adaptability assessment and optimal strategy selection for parameter-efficient fine-tuning of large language models

PEFT-Assess is presented, a systematic framework for evaluating the adaptability of four mainstream PEFT methods—LoRA, QLoRA, Adapter, and Prefix-Tuning—across five evaluation dimensions: accuracy, F1-score, training speed, memory efficiency, and generalization capability.

Zhaoyang Hu, Shi-Xuan Cao, Yuqi Sun et al. · International Conference on... · 0 citations

Jul 2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Evaluating representative proprietary and open-source multimodal models, it is found that visual reasoning is strongly model- and environment-dependent, with no single setting consistently dominating across tasks.

Siyu Yan, Zhuoran Yan, Haiying Xu et al. · arXiv.org · 0 citations