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Nikolay Karpachev

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#natural language process... Open access Oct 2026

Beyond Prompts: A Systematic Study of LLM-Based Machine Translation Evaluators

LLM-based evaluators have rapidly become a standard tool for machine translation evaluation, yet the design choices that shape their behavior remain poorly understood. We present a systematic study of how instruction design, few-shot demonstrations, backbone model choice, and multi-step workflows affect span-level and...

Dmitry Popov, Roman Bokhyan, Ekaterina V. Enikeeva et al. · 0 citations

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