@inproceedings{reiter-2026-nlg,
title = "{NLG} Evaluation: Past, Present, Future",
author = "Reiter, Ehud",
editor = "Mahamood, Saad and
Howcroft, David M. and
van Deemter, Kees and
Balloccu, Simone and
Sivaprasad, Adarsa and
Sundararajan, Barkavi and
Bugar{\'i}n Diz, Alberto and
Alonso-Moral, Jose Mar{\'i}a",
booktitle = "Proceedings of the 1st Symposium on Natural Language Generation Evaluations",
month = jun,
year = "2026",
address = "Aberdeen, United Kingdom",
publisher = "Association for Computational Linguistics",
url = "https://preview.aclanthology.org/ingest-retroeval/2026.retroeval-main.2/",
pages = "8--15",
ISBN = "979-8-89176-436-1",
abstract = "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 formal experimental evaluation in the modern sense. In 2026, when NLG is closely linked to machine learning, experimental evaluation is expected and indeed fundamental to research. Many evaluation techniques were developed over this period, including most recently LLM-as-Judge. I expect NLG evaluation will continue to evolve in the future. In particular, impact, qualitative, and safety evaluation will become more important as large numbers of people routinely use NLG technology."
}Markdown (Informal)
[NLG Evaluation: Past, Present, Future](https://preview.aclanthology.org/ingest-retroeval/2026.retroeval-main.2/) (Reiter, RetroEval 2026)
ACL
- Ehud Reiter. 2026. NLG Evaluation: Past, Present, Future. In Proceedings of the 1st Symposium on Natural Language Generation Evaluations, pages 8–15, Aberdeen, United Kingdom. Association for Computational Linguistics.