A lot of articles are too complex for readers who discover the topic, and the second paragraph is indeed quite technical.

1. There should probably be an article to explain what a parameter is in machine learning. The parameters are basically the values that are modified during the training. 1 billion is very little for a LLM, 2 trillion is quite a lot (needs nearly a hundred GPUs to run the model).

2. The term "instruction fine-tuned" is correct. If the term is too complicated, maybe it could be changed to "fine-tuned" if clearer.

3. Same as a parameter, so we could reuse that term instead. Using two different terms to refer to the same thing can be confusing for unfamiliar readers.

4. Yes, that's what it means.

5. Depends on whether there are examples of applications are particularly notable. Alenoach (talk) 10:15, 6 December 2025 (UTC)

1 There should probably be an article to explain what a parameter is in machine learning Perhaps; then, a resulting Page Preview tooltip could be helpful to the reader. Would a brief parenthetical be suitable, such as the following?

"...ranging from 1 billion to 2 trillion parameters (values that are modified during the training to optimize the output)."

2 If clarity is at issue, the the use of "instruction" here has meaning that is particular to the subject (jargon). (Is it somehow different from saying that a teacher is fine-tuning her pupils?)

to Alenoach: is this treatment of "parameters" sufficient? https://en.wikipedia.org/wiki/Parameter#Computer_programming

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Howdy, HCPUNXKID

Do you know which language is used in naming the musical instruments tbal and tidinit? These words occur in Tiris (band), one of very few articles remaining in Articles with unidentified words from September 2019.

azwaldo (talk) 01:51, 19 January 2025 (UTC)

Tbal redirects to Music of Mauritania

Tidinit redirects to Xalam* which mentions the languages Hassaniyya and Berber

* article created by User:Bumm13

Hassaniya Arabic has a ISO 639-3 code of "mey"

This illustration is from the first printing of A Christmas Carol. In the early hours of Christmas morning the miserly, hard-hearted Ebenezer Scrooge is taken on a journey by the Ghosts of Christmas Past, Present and Yet to Come. These 'wretched, abject, frightful' children are man's creation and John Leech shows them against an industrial background, emphasising the cause of their poverty.

Shown the children, Ignorance and Want, Scrooge wonders whether they have refuge. The Ghost of Christmas Present mockingly responds using Scrooge's own, earlier, words: "Are there no workhouses?"