Mihael Arcan

Evaluating Prompt Scope and Demonstration Similarity in Local LLM Machine Translation

Large language models (LLMs) are increasingly used as general-purpose translation systems, but their behavior is usually evaluated under a single prompt shape: translate one source sentence into one target language. In practice, users may ask for one target language, for several related languages at once, or for transl...