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I wrote paper on "NLG Evaluation: Past, Present, Future" for Retroeval. Eval has changed enornously over my career! In future, I expect more on stuff relevant to real-world usage, including impact, qualitative studies, safety in worst/adversarial case arxiv.org/abs/2605.23715
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Natural Language Generation (NLG) evaluation has changed dramatically since 1990, and will continue to evolve in the future. In 1990, when NLG had close ties to linguistics, there was very little form...
arxiv.org
NLG Evaluation: Past, Present, Future