TopXGen generates topic-diverse synthetic parallel data by prompting an LLM to write in low-resource languages and backtranslating to English, improving MT in ICL and fine-tuning across ten languages.
Association for Compu- tational Linguistics
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
TopXGen: Topic-Diverse Parallel Data Generation for Low-Resource Machine Translation
TopXGen generates topic-diverse synthetic parallel data by prompting an LLM to write in low-resource languages and backtranslating to English, improving MT in ICL and fine-tuning across ten languages.