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Hui Yi Leong

2 accepted papers

2026

Beyond Magic Words: Sharpness-Aware Prompt Evolving for Robust Large Language Models with TARE

ICLR 2026poster

The performance of Large Language Models (LLMs) hinges on carefully engineered prompts. However, prevailing prompt optimization methods, ranging from heuristic edits and reinforcement learning to evolutionary search, primarily target point-wise accuracy. They seldom enforce paraphrase invariance or…

Cited by 0SourceScholar
2025

Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models

EMNLP 2025

Large Language Models (LLMs) have transformed both everyday life and scientific research. However, adapting LLMs from general-purpose models to specialized tasks remains challenging, particularly in resource-constrained environments. Low-Rank Adaptation (LoRA), a prominent method within Parameter-Ef

Cited by 0SourcePDFScholar