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Open access 2026

Integrating Prediction and Generation: A Lightweight Large Language Model Framework With Parameter Fusion for Personalized Feedback

A lightweight LLM-based framework designed for joint performance prediction and feedback generation and a Low-Rank Adaptation-based parameter-efficient fine-tuning mechanism is proposed, indicating that parameter fusion and parameter-efficient fine-tuning provide effective solutions for integrating prediction and feedb...

Zijie Zhang, Ye Lu · 0 citations

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