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Tran Thanh Hoa

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#small language model Open access Sep 2026

Wasserstein-Regularized Low-Rank Adaptation (OTLoRA): Mitigating Representation Drift and Catastrophic Forgetting in Small Language Models

ABSTRACT: The decentralized deployment of Small Language Models (SLMs) in domain-specific downstream tasks requires continuous parameter adaptation while strictly preserving fundamental linguistic representations. Low-Rank Adaptation (LoRA) has emerged as the premier Parameter-Efficient Fine-Tuning (PEFT) paradigm due...

Tran Thanh Hoa, Nguyen Minh Sang · 0 citations
#small language model Open access Sep 2026

Wasserstein-Regularized Low-Rank Adaptation (OTLoRA): Mitigating Representation Drift and Catastrophic Forgetting in Small Language Models

ABSTRACT: The decentralized deployment of Small Language Models (SLMs) in domain-specific downstream tasks requires continuous parameter adaptation while strictly preserving fundamental linguistic representations. Low-Rank Adaptation (LoRA) has emerged as the premier Parameter-Efficient Fine-Tuning (PEFT) paradigm due...

Tran Thanh Hoa, Nguyen Minh Sang · 0 citations

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