AI Translation Models · 纳西语AI翻译模型

LoRA-adapted language models fine-tuned specifically for Naxi↔Chinese↔English translation. Trained on 60,000+ curated Naxi sentence pairs, published with full provenance — model weights, corpus, and evaluation methods are open.

专门为纳西语—中文—英文翻译微调的LoRA语言模型。基于60,000+纳西语句对训练，模型权重、语料与评估方法完全公开。

Key Metrics · 关键指标

NTQS — Naxi Translation Quality Score

82.3 NTQS

Our best fine-tuned model scores 82.3 on the NTQS benchmark, a +41-point improvement over zero-shot frontier models. NTQS evaluates tonal accuracy (25%), semantic fidelity (50%), and completeness (25%).

最佳微调模型在NTQS基准上达到82.3分，比零样本前沿模型提升41分。NTQS评估声调准确率(25%)、语义忠实度(50%)和完整度(25%)。

Architecture · 技术架构

Base: Qwen3-14B (earlier work used Gemma 2 9B) · Training: LoRA fine-tuning on 60,000+ parallel examples · Published on Hugging Face with full training provenance.

底座：Qwen3-14B · 方法：LoRA微调 · 已在Hugging Face公开发布。

NTQS Evaluation Criteria · 评估标准

Compare all models on the NTQS leaderboard.