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arXiv9h ago
4.3

Syntax as a Rosetta Stone: Universal Dependencies for In-Context Coptic Translation

Abhishek Purushothama, Emma Thronson, Alexia Guo, Amir Zeldes

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Analysis

Viral velocity
low
Implementation gapYES
Novelty5/10
Categorypaper
Topics
nlptranslationsyntax

Opportunity Brief

Build a syntax-aware in-context learning tool that injects dependency parses into translation prompts. This is a powerful technique for making small models behave like experts in low-resource languages.

Suggested repo: syntaxRosetta

"Teach your LLM syntax—the secret to better translation for rare languages."

Estimated effort: 35h