We present Lumen, The open-source model is available at, our submission to the WMT 2026 General Machine Translation Shared Task. We focus on instruction-specialized translation, where systems must produce accurate translations while satisfying fine-grained requirements on style, terminology, and structured output. Lume...
Hao Wang, Yang-Yang Liu, Xiao-Hu Zhao et al.· 0 citations
BabelFlow is introduced, a benchmark-general agentic workflow that adapts existing agent benchmarks to new languages by analyzing runtime dependencies, coordinating structure-preserving translation, and combining multi-layer verification with human review to preserve task and evaluation semantics.
Peng Kuang, Yu-Chun Fan, Jiang-Nan Li et al.· 1 citation
Progressive Code-Switching (Progressive Code-Switching) is proposed, a more efficient transfer framework that requires only lightweight translation without any stronger model for distillation or judging for target-language reasoning.