Author name: Mengyu Bu, Yang Feng

Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality

Mengyu Bu, Yang Feng / April 17, 2026

arXiv:2603.17512v4 Announce Type: replace
Abstract: Large language models (LLMs) exhibit strong general intelligence, yet their multilingual performance remains highly imbalanced. Although LLMs encode substantial cross-lingual knowledge in a unified s…

cs.CL

Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality

Mengyu Bu, Yang Feng / April 8, 2026

arXiv:2603.17512v3 Announce Type: replace
Abstract: Large language models (LLMs) exhibit strong general intelligence, yet their multilingual performance remains highly imbalanced. Although LLMs encode substantial cross-lingual knowledge in a unified s…

cs.CL

Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality

Mengyu Bu, Yang Feng / April 1, 2026

arXiv:2603.17512v2 Announce Type: replace
Abstract: Large language models (LLMs) exhibit strong general intelligence, yet their multilingual performance remains highly imbalanced. Although LLMs encode substantial cross-lingual knowledge in a unified s…