BM25-Augmented Many-Shot Translation for Low-Resource North-Eastern Indian Languages
This paper describes the University of Florida Gators submission to the WMT26 Low-Resource Indic Language Translation shared task. We adapt the retrieval-augmented many-shot translation pipeline from our AmericasNLP 2026 system to translate between English and eleven North-Eastern Indian languages in both directions. At inference time, BM25 retrieves the most similar parallel examples from a language-specific training bank, and Gemini 2.5 Flash translates the input conditioned on these examples. No model fine-tuning is involved. Training banks combine official WMT26 data with publicly available corpora such as Samanantar and prior WMT shared task releases. A grid search over retrieval count r and development exemplar count d across all 22 language-direction pairs selects the best configuration for each submission.
Code (0)
등록된 구현이 없습니다.
Similar Papers 제목 키워드 기반
Zero-shot North Korean to English Neural Machine Translation by Character Tokenization and Phoneme Decomposition
The primary limitation of North Korean to English translation is the lack of a parallel corpus; therefore, high translation accuracy cannot be achieved. To address this problem, we propose a zero-shot approach using Sout…
Machine TranslationTranslationMALM: Mixing Augmented Language Modeling for Zero-Shot Machine Translation
Large pre-trained language models have brought remarkable progress in NLP. Pre-training and Fine-tuning have given state-of-art performance across tasks in text processing. Data Augmentation techniques have also helped b…
Data AugmentationLanguage ModelingLanguage ModellingMachine Translation+2Learning How to Translate North Korean through South Korean
South and North Korea both use the Korean language. However, Korean NLP research has focused on South Korean only, and existing NLP systems of the Korean language, such as neural machine translation (NMT) models, cannot …
Machine TranslationNMTTranslationEdinSaar@WMT21: North-Germanic Low-Resource Multilingual NMT
We describe the EdinSaar submission to the shared task of Multilingual Low-Resource Translation for North Germanic Languages at the Sixth Conference on Machine Translation (WMT2021). We submit multilingual translation mo…
Machine TranslationNMTTranslationAn Online Dictionary for Dialects of North Frisian
Language is an essential part of communication and culture. Documenting, digitizing, and preserving language is a meaningful pursuit. The first author of this work is a speaker of Söl’ring which is a dialect of the North…
Cultural Vocal Bursts Intensity Prediction