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| On 27 September 2021, it was proposed that this article be moved from Natural-language generation to Natural language generation. The result of the discussion was moved. |
This article is or was the subject of a Wiki Education Foundation-supported course assignment. Further details are available on the course page. Student editor(s): Yuxiaosun.
Above undated message substituted from Template:Dashboard.wikiedu.org assignment by PrimeBOT (talk) 01:29, 18 January 2022 (UTC)
Currently, the article is titled "Natural-language generation". This spelling (with a hyphen) does not appear to be commonly used outside of this article. For example, the Association for Computational Linguistics' relevant Special Interest Group, SIGGEN, uses the term without a hyphen [1], as does the Association for Computing Machinery in their CCS classification system [2] (see CCS -> Computing methodologies -> Artificial intelligence -> Natural language processing -> Natural language generation). Similarly, the unhyphenated term seems to be vastly preferred in titles of scientific articles. Should this title be changed? -Ljleppan (talk) 08:14, 27 September 2021 (UTC)
The result of the move request was: moved. (closed by non-admin page mover) Vpab15 (talk) 18:50, 5 October 2021 (UTC)
Natural-language generation → Natural language generation – The current spelling (with a hyphen) does not appear to be commonly used outside of this article. For example, the Association for Computational Linguistics' relevant Special Interest Group, SIGGEN, uses the term without a hyphen [3], as does the Association for Computing Machinery in their CCS classification system [4] (see CCS -> Computing methodologies -> Artificial intelligence -> Natural language processing -> Natural language generation). Similarly, the unhyphenated term seems to be vastly preferred in titles of scientific articles, as evidenced by even a cursory search of Google scholar. In fact, I'm not able to find any uses of the hyphenated spelling outside of this Wikipedia article. The related term Natural language processing also uses the unhyphenated form.
NB: There is currently a redirect from Natural language generation to this page, so that needs to be dealt with somehow. Ljleppan (talk) 09:54, 27 September 2021 (UTC)
Contrary to what is suggested in the "Evaluation" section, machine translation is itself a form of conditional natural language generation. Machine translation is very similar to other NLG domains such as text summarization and image captioning, in which an input sequence of data is used by a model to produce unstructured text output. This article should be reorganized to break down sub-problems within natural language generation based on recent surveys in the field (see "Pretrained Language Models for Text Generation: A Survey"). 24.53.246.226 (talk) 12:48, 7 September 2022 (UTC)
the subfield of artificial intelligence and computational linguistics that is concerned with the construction of computer systems that can produce understandable texts in English or other human languages from some underlying non-linguistic representation of information.This is mirrored by one of the most comprehensive surveys from the recent years (Gatt and Krahmer, 2018) which uses "NLG" as synonymous for data-to-text generation. A preprint survey by Dong et al. (2021) also defines it as
the task of generating text from underlying non-linguistic representation of information. A 2020 article by Robert Dale defines it as
task of producing linguistic output from underlying nonlinguistic data. Obviously there is an argument to be made that NLG would encompass all processes that produce natural language output, irrespective of process inputs, but that definition is at minimum controversial. This terminological problem might be worth writing about in itself, but restructuring the whole article seems unnecessary at this point. Ljleppan (talk) 13:28, 7 September 2022 (UTC)
Should it be updated, merged into another article or maybe redirected to a section within another article? DancingPhilosopher (talk) 13:56, 4 August 2023 (UTC)
This article was the subject of a Wiki Education Foundation–supported course assignment, between 8 September 2025 and 19 December 2025. Further details are available on the course page. Student editor(s): Mic2518407 (article contribs).
— Assignment last updated by Mic2518407 (talk) 02:58, 6 October 2025 (UTC)
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