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Peinan Feng

2 accepted papers

2025

Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation

ACL 2025finding

The field of neural machine translation (NMT) has changed with the advent of large language models (LLMs). Much of the recent emphasis in natural language processing (NLP) has been on modeling machine translation and many other problems using a single pre-trained Transformer decoder, while encoder-d…

2024

Revealing the Parallel Multilingual Learning within Large Language Models

EMNLP 2024main

Large language models (LLMs) can handle multilingual and cross-lingual text within a single input; however, previous works leveraging multilingualism in LLMs primarily focus on using English as the pivot language to enhance language understanding and reasoning. Given that multiple languages are a co…