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cs.CL2026
Polyglot Teachers: Evaluating Language Models for Multilingual Synthetic Data Generation
Lester James V. Miranda, Ivan Vulić, Anna Korhonen
Synthesizing supervised finetuning (SFT) data from language models (LMs) to teach smaller models multilingual tasks has become increasingly common. However, teacher model selection…
cs.CL2026
Value of Information: A Framework for Human-Agent Communication
Yijiang River Dong, Tiancheng Hu, Zheng Hui +4
Large Language Model (LLM) agents deployed for real-world tasks face a fundamental dilemma: user requests are underspecified, yet agents must decide whether to act on incomplete in…