Author

Yonghuai Liu

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#machine learning Preprint Sep 2026

Evaluating Open-Weight LLMs for Turkish Domain Documents Under Retrieval and Hardware Constraints

Most Turkish-capable large language models (LLMs) are evaluated using general-purpose benchmarks rather than long, structurally complex domain documents. This paper evaluates five open-weight 7B-8B models for Turkish document question answering under a resource-constrained local deployment setting. The primary benchmar...

Imtiaz Ul Hassan, Öykü Akbulut, Onur Kaya et al. · 0 citations

Open access Jul 2026

HAIMNet: A Hierarchical Adaptive Interaction Modulation Network for Low-Light Image Enhancement

A Hierarchical Adaptive Interaction Modulation Network (HAIMNet) designed for LLIE is proposed, which decouples luminance and chromaticity in the Horizontal/Vertical-Intensity color space, and enhances luminance-texture consistency through an inter-branch attention-modulation block (IAMB).

Xiao-Feng Wang, Ziqian Wang, Mei-Jia Guo et al. · IEEE Transactions on Image P... · 0 citations

Open access Aug 2026

A Controlled Evaluation of Dual-Channel Feature Enhancement and Multi-Level Knowledge Distillation for Lightweight Plant Disease Recognition

DC-FEN, a MobileNetV3-based design that models spatial-token relations and channel interactions in parallel and injects them through gated residual fusion is introduced and shows that adding intermediate transfer constraints does not guarantee a stronger student.

Xin Lei, Yonghuai Liu, Ardhendu Behera et al. · Agriculture · 0 citations