· Xiaojing Yang · Multilingual AI
Data Scaling for LoRA Domain Adaptation
A research note on how to study the effect of domain data size in LoRA-based machine translation adaptation.
Blog
Foundations and research notes on mathematics, statistics, machine learning, NLP, LLMs, model evaluation, and applied AI systems.
- · Xiaojing Yang · Multilingual AI
My LoRA NMT Project: Research Question, Method, Findings, and Limitations
A research-story version of my LoRA NMT project: problem framing, data, method, evaluation, findings, limitations, and future work.
- · Xiaojing Yang · Model Evaluation
Terminology as an Evaluation Problem in Domain MT
Why terminology should be evaluated explicitly in domain machine translation, especially when automatic metrics can hide critical technical errors.
- · Xiaojing Yang · Multilingual AI
Why LoRA Fits Low-Resource Domain Adaptation
A research-facing explanation of why LoRA is a good fit for low-resource domain machine translation: controlled adaptation, lower experimental cost, and reduced overfitting risk.
- · Xiaojing Yang · Multilingual AI
LoRA 领域适配中的数据规模实验
如何研究领域数据规模对 LoRA 机器翻译适配的影响：数据多少才够，什么时候收益递减，什么时候是数据质量问题。
- · Xiaojing Yang · Multilingual AI
我的 LoRA NMT 项目：研究问题、方法、发现与局限
用研究叙事方式解释我的 LoRA NMT 项目：问题定义、数据、方法、评估、发现、局限与未来工作。