---
base_model: sentence-transformers/all-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: ' Portal:Georgia: Portal:Georgia It seems the day of the disambiguation portal
has been and gone. No further use as we can and do use mainspace disambig pages
now. BRS (Talk) (Contribs) 13:57, 4 May 2014 (UTC) [ reply ] Comments Votes Remove
Somehow we''ve recently fallen out of the very-long-standing habit of putting
these deletion nums under sections by date. I suspect this is a matter of not
having a tool that helps with the technical operation of adding noms (I hope eventually
to have such assistance for creating, closing, and archiving various kinds of
noms, keeping in mind there are technical idiosyncrasies to particular kinds of
noms). -- Pi zero ( talk ) 14:29, 4 May 2014 (UTC) [ reply ] Comment There''s
a framework in place for migrating to subpages (which would semi-automate all
the opening and closing and archiving and {{ votings }} and things), but that''s
something for the talk page. Date sections make less sense when there''s very
few deletion proposals each week. Microchip08 ( talk ) 07:49, 6 May 2014 (UTC)
[ reply ] They''re handy for keeping track of when noms took place, which is useful
all around. And taking it all to the talk page seems needlessly bureaucratic
given, as you say, the low traffic involved. -- Pi zero ( talk ) 12:40, 6 May
2014 (UTC) [ reply ] Keep ; it does no harm, especially as the mainspace Georgia
disambiguates between categories and not these portals. This only really needs
to go if one of the Georgia portals gets deleted; at the moment it''s serving
a useful purpose. Microchip08 ( talk ) 07:49, 6 May 2014 (UTC) [ reply ] Comment
Portals as an entire class of pages on en.wn are deprecated in favor of categories. --
Pi zero ( talk ) 12:40, 6 May 2014 (UTC) [ reply ] The above discussion is preserved
as an archive. Please do not modify it. Subsequent comments should be made on
the appropriate discussion page (such as this page''s talk page , admin action
alerts or the talk page of the nominated article). No further edits should be
made to this page. '
- text: ' User:Azhar sabri: I''m not sure why this DR was opened as there was a speedy
deletion request on the page, which I''ve now actioned. BRS (Talk) (Contribs)
16:40, 13 April 2014 (UTC) [ reply ] User:Azhar sabri In my opinion, this seems
like inappropriate use of the userspace based on my observations found here and
here where there seemed to be a widespread "spam" attack of sorts. I''ve tried
to warn the user to stick to the missions of English Wikinews, but I''m not sure
if it''s an appropriate attempt at communication or not given the circumstances,
so I would like the community here to review that too. TeleComNasSprVen ( talk
) 20:20, 6 March 2014 (UTC) [ reply ] Votes The above discussion is preserved
as an archive. Please do not modify it. Subsequent comments should be made on
the appropriate discussion page (such as this page''s talk page , admin action
alerts or the talk page of the nominated article). No further edits should be
made to this page. '
- text: ' Interviews: Interviews WN:Story preparation/Office hours:Frank Schulenberg
Last edited in December 2009. Highly unlikely to be published now. WN:Story preparation/Wikinews
Interviews: Jim McGreevey Last edited in September 2007. Highly unlikely to be
published now. These have been put together because they are unpublished interviews
from several years ago. -- Green Giant ( talk ) 17:54, 16 April 2020 (UTC) [ reply
] Comments Votes The above discussion is preserved as an archive. Please do not
modify it. Subsequent comments should be made on the appropriate discussion page
(such as this page''s talk page , admin action alerts or the talk page of the
nominated article). No further edits should be made to this page. '
- text: ' AZOperator: Files uploaded by AZOperator ( t · c · b ) for use in US: Judge
enters ''not guilty'' for Florida school shooting suspect, audio/video forced
release with FBI timeline File:Nikolas Cruz campus movements.png File:Suspect
Movement in Building 12.png It is my opinion, these images do not qualify for
a fair use exception with regards to reusing copyrighted images. The uploader
has stated they were found on Commons , however, if they were there, I cannot
locate them now. The aspect of the story they are used to illustrate is by no
means ''breaking news'' furthermore it would be easy to create free versions by
anyone with a graphics program, a free satellite photo, and a few hours of spare
time. As best as I can determine, the images are the work of the Sun-Sentinel
as seen in this article . Thank you for your time, -- SVT Cobra 19:26, 17 March
2018 (UTC) [ reply ] Comments Hello SVTCobra. "a few hours of spare time" is a
wonderful description of one of the resources that journalistic work requires. :-)
Concur that the images may be reproduced by hand to convey the same information
(or even more) in a free way. -- Gryllida ( talk ) 02:41, 19 March 2018 (UTC)
[ reply ] Votes Remove as argued. Article works well without these images and
shouldn''t contain non-free images. -- Gwyndon ( talk ) 02:33, 19 March 2018 (UTC)
[ reply ] Remove per my own nomination. -- SVT Cobra 14:09, 22 March 2018 (UTC)
[ reply ] Remove per nomination and because the article has been deleted. Green
Giant ( talk ) 22:05, 10 April 2018 (UTC) [ reply ] Remove as per nominator. The
article does not exist. Harsh Rathod Poke me! 04:46, 25 June 2018 (UTC) [ reply
] The above discussion is preserved as an archive. Please do not modify it. Subsequent
comments should be made on the appropriate discussion page (such as this page''s
talk page , admin action alerts or the talk page of the nominated article). No
further edits should be made to this page. '
- text: ' Userspace drafts: Userspace drafts I’ve come across a large number of
draft articles in userspace. Most seem to be very stale but do not fit into a
speedy deletion criterion. I’m listing them here in batches for community scrutiny.
The first batch are all in anonymous IP userspace: User:194.19.60.4/Norwegian
Broadcasting (P3) broadcast story about Muhammed as pig Last edit was February
2006. User:194.247.230.196/Wikipedia is islamophobic Last edit was March 2006.
User:202.69.163.8/Philippines Last edit was March 2008. User:210.211.194.223/HAS
HUMANITY A FUTURE Last edit was February 2006. User:41.204.73.49/Cameroon 2011
presidential election Last edit was October 2011. User:66.65.46.8/Reaction to
Danish Cartoons Last edit was February 2006. Thank you for reading this far. --
Green Giant ( talk ) 18:14, 30 July 2021 (UTC) [ reply ] Comments Votes Delete
- as nominator. -- Green Giant ( talk ) 18:14, 30 July 2021 (UTC) [ reply ] No
objections in two weeks. The result was to delete these pages. -- Cromium ( talk
) 01:26, 13 August 2021 (UTC) [ reply ] The above discussion is preserved as an
archive . Please do not modify it. Subsequent comments should be made on the appropriate
discussion page, such as the current discussion page. No further edits should
be made to this discussion. '
inference: true
---
# SetFit with sentence-transformers/all-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 384 tokens
- **Number of Classes:** 4 classes
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
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| 1 | - ' Category:Trucks: Category:Trucks [ edit ] Ehhh, long time, no use of DR. I don\'t expect killing an encyclopedic category like this to be a difficult decision. -- Brian McNeil / talk 19:41, 3 October 2012 (UTC) [ reply ] Comments [ edit ] Just for the truckers in this DR . -- Brian McNeil / talk 22:20, 3 October 2012 (UTC) [ reply ] I\'m \'bundling\' Portal:Trucks/Wikipedia with this, despite the fact that it\'s been set up in a bizarre way that doesn\'t even use the category (i.e. suggests a cut\'n\'paste by someone with no knowledge of DPL). -- Brian McNeil / talk 22:34, 3 October 2012 (UTC) [ reply ] I\'ve no objection to the bundling. Agree it suggests dearth of DPL knowledge. -- Pi zero ( talk ) 22:59, 3 October 2012 (UTC) [ reply ] Hello I creator portal\xa0; w:Portal:Trucks an french category fr:Catégorie:Camion . FrankyLeRoutier ( talk ) 15:57, 11 October 2012 (UTC) [ reply ] Votes [ edit ] Delete! Delete! Delete! 100% encyclopedic category. Who ever saw a "Truck news" section in a paper — other than one that comes in a plain brown wrapper. :P -- Brian McNeil / talk 19:41, 3 October 2012 (UTC) [ reply ] Remove Yup. Encyclopedic through and through. -- Pi zero ( talk ) 20:05, 3 October 2012 (UTC) [ reply ] Remove Confusing. -- LauraHale ( talk ) 03:59, 23 October 2012 (UTC) [ reply ] The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page\'s talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. '
- ' Wikinews:Story preparation/North Korean leader and dictator Kim Jong Il dies at age XX: Wikinews:Story preparation/North Korean leader and dictator Kim Jong Il dies at age XX [ edit ] He died in December 2011, a story that Wikinews didn\'t cover despite having this (unreferenced and clearly forgotten) draft sitting around. As the window of opportunity for this story has been missed, there\'s no point in keeping it around. Bencherlite ( talk ) 12:27, 2 July 2012 (UTC) [ reply ] Comments [ edit ] Comment Actually we did cover his death... just not using the prepped article. See North Korean leader Kim Jong-il dead . -- Patrick M (TUFKAAP) ( talk ) 15:40, 5 July 2012 (UTC) [ reply ] Shame that nobody added that article to Category:Kim Jong-il , which is what I checked. Would someone care to do the honours to save me adding a protected edit request? The fact that the death was covered without using the "prepared" story strengthens my view about the general uselessness of such items. Bencherlite ( talk ) 11:28, 11 July 2012 (UTC) [ reply ] Votes [ edit ] Please vote using Keep , Remove , Neutral , or Comment followed by signature speedy candidate -- Brian McNeil / talk 14:45, 2 July 2012 (UTC) [ reply ] speedy candidate Ooops to missing the story but clearly no longer relevant. -- LauraHale ( talk ) 22:16, 2 July 2012 (UTC) [ reply ] Remove Unsourced drafts are reasonably useless, and trying to compete with the mainstream for big events is largely pointless with the real strength being the wealth of under-reported events that can be reported better. As such, I\'d have been inclined to delete this even if the author(s) hadn\'t forgotten about it and allowed it to stale . Blood Red Sandman (Talk) (Contribs) 17:21, 3 July 2012 (UTC) [ reply ] How much of Category:Prepared stories do you feel like nuking? Most of the stories in there appear to be unsourced drafts, or useless, or both e.g. Wikinews:Story preparation/(Island country) evacuated, vanishes beneath sea , Wikinews:Story preparation/Former French President Jacques Chirac dies , Wikinews:Story preparation/Wikimedia founder Jimmy Wales dies aged XXX . I\'ll tag a few others as "abandoned" and see what happens. Bencherlite ( talk ) 10:49, 4 July 2012 (UTC) [ reply ] We\'ve been mulling over, for some time now, housecleaning the story-preparation section. On the only modern occasions I recall where prepared story templates were actually used, they prevented us from publishing because they had been prepared without sourcing. We may want to consider overhauling the whole concept of the section to make it compatible with review (perhaps with something similar to the "script review" concept we\'ve been using for Crtew\'s weekly audio briefs). -- Pi zero ( talk ) 12:35, 4 July 2012 (UTC) [ reply ] I\'ve tagged over thirty "story preparation" pages as {{ abandoned }}, some dating back over five years. Most of the pre-"prepared" obituaries could be deleted without fuss if we had a new proposed deletion criterion that said something like "5. Prepared stories for future events (including a person\'s death) with inadequate references for existing facts". Thoughts? Bencherlite ( talk ) 14:00, 4 July 2012 (UTC) [ reply ] I could quite happily go with a PD criteria on unsourced prepwork. Probably need an SD on "prepared, unused, event now past". -- Brian McNeil / talk 14:10, 4 July 2012 (UTC) [ reply ] Yes to PD and SD. -- Pi zero ( talk ) 17:07, 4 July 2012 (UTC) [ reply ] I\'m uncomfortable frying long-untouched interview ideas (and, by extension, possible features/investigations) as {{ abandoned }}; two days\' notice seems a tad cruel on things that may or may not be revived. I have just fryed one that was my own from god knows how long ago. Events that have passed seem suitable, and a speedy option seems sensible (I\'ve nommed a pile of such before and they were deleted without controversy). I\'ll make exact suggestions for WN:PROD and WN:SD additions in a minute on the Water Cooler; in answer to the question, I\'d prune a lot of the prepped stuff. Blood Red Sandman (Talk) (Contribs) 19:28, 4 July 2012 (UTC) [ reply ] Remove Prepped stories were good in the pre flagged revs days. Not so much now. Granted they could be useful again as long as they\'re at least backed some sourced information. -- Patrick M (TUFKAAP) ( talk ) 15:36, 5 July 2012 (UTC) [ reply ] The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page\'s talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. '
- " Template:Citequote: Template:Citequote [ edit ] This is a Wikipedia-style template that doe not fit our workflow, and its existence can only serve to occasionally confuse some newcomer. -- Pi zero ( talk ) Remove as nominator. -- Pi zero ( talk ) 11:37, 25 April 2012 (UTC) [ reply ] Remove Totally Wikipedia-ish. Why did it even end up here? Diego Grez ( talk ) 22:14, 26 April 2012 (UTC) [ reply ] Remove Not something we really have a need for. Blood Red Sandman (Talk) (Contribs) 11:26, 29 April 2012 (UTC) [ reply ] The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page's talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. "
|
| 2 | - ' Template:WhatAmerica?: However, there clearly is a consensus that if we are to have this template, we aren\'t to use it in its present form. . Template:WhatAmerica? [ edit ] Bad taste? Probably. This was meant as a rather pointed joke and, seemingly, didn\'t come across that way. However , this is a recurring problem in that United States citizens self-identify as "Americans". With Wikinews intended for an international audience, the point being made rather bluntly by this template needs taken on-board by contributors within the United States. -- Brian McNeil / talk 02:26, 4 March 2012 (UTC) [ reply ] Remove Do delete the template on the grounds of taste as mentioned by the nominator. I\'m all for a separate discussion on this point as a matter of style. Where do we start that? Crtew ( talk ) 02:47, 4 March 2012 (UTC) [ reply ] Comment About this template: it is opinion disguised as editing, it is a misrepresentation of Wikinews’ style guide (which may be further grounds for speedy delete), and it is condescending in tone, visual style and substance -- Crtew ( talk ) 16:46, 4 March 2012 (UTC) [ reply ] Comment About the term American : One can at the same time hold an international mindset, refer to a people by what they call themselves, and self-identify as an "American" without contradiction. The premise of the template and the self-nomination above is that it wrong to "self-identify" as an American and by doing so a writer doesn\'t have the "proper" mindset. Self-identification : Just because U.S. citizens call themselves "Americans" doesn\'t mean they don\'t recognize that others in the western hemisphere also use the term. That\'s not an issue. The template does not show any kind of understanding for the meaning of the term as it is used in the culture. Self-determination is also a concept that should also be reflected in policy. For example, most would never think of calling Tibetans "Chinese" out of respect for their rights. Like it or not, people who live in the United States use the term "America" and call themselves "Americans," and that\'s not going to change anytime soon. America is even part of the country\'s name (U.S.A.). The term USians , which has been used frequently at Wikinews, is an imaginary term and nobody inside the United States or around the world uses it. Is it the proper use of Wikinews to invent a term and impose it on an entire people? Is Wikinews displaying a counter-bias by raising concerns over the term "American"? Furthermore, I\'ve also seen the term Amerika used at Wikinews. This can be derogatory depending on its source, target and usage, and it similarly should never appear in editing comments. I\'ll raise this in the style discussion later, but if you scan the Wikinews style guide , you will find the term "American" several times. Either editors should change the Wikinews style guide or refrain from bringing their own issues into critiques. -- Crtew ( talk ) 16:46, 4 March 2012 (UTC) [ reply ] Comment I\'ve several comments. We are an international publication and, verily, shouldn\'t insult the rest of the supercontinent by calling the US "America". There\'s more to it than that, a whole horribly unhealthy US-centrist mindset. I note that BRS\'s criticism of the article was not limited to the use of the word, but was in fact about omission of significant facts merely because they weren\'t about USians — learning to avoid such bias is part of learning to be a Wikinewsie, and learning not to call USians "Americans" is part of learning to avoid such bias. The template is therefore slightly off-target as it focuses solely on the word usage, while what is likely needed is a template addressing a somewhat wider point; it would be advisable to succinctly mention the word along the way. Since the template is single-author, and "author request" is a speedy-deletion criterion, and the author is an admin, the author in this case can simply delete it. -- Pi zero ( talk ) 12:34, 4 March 2012 (UTC) [ reply ] Comment Crtew\'s argument is difficult to follow. So far as I can determine, xyr argument is that it\'s okay for him to use something that some people find insulting becuase other people do it, but if anyone dare respond, that is condescending and unacceptible. I find it difficult to believe someone so clearly intelligent could make such a fallacious argument; so, what am I missing? (It\'s probably something quite obvious, being me.). I also find the concept that Wikinews invented the informal term \'USian\' to be hilarious, as equally do I find the notion that one should not use a(n instantly recognisable) German word in an edit summary. (It is also used in Czech, Danish, Dutch, Hungarian, Lithuanian, Swahili, Turkish, and a few others according to Wiktionary. It is also the title of a song poking mild fun at symbols of US culture.) I find it extraordinary that using an alternative based on the name of a country is \'inflicting\' but using the name of two continents to mean a country is not. I also believe, but do not know, that USian originated amongst USians. Too unknown for mainspace, but instantly udnerstandable outside of it. Equally, the template as-written is more inflamatory than useful and needs modified (and shrunk. It\'s huge.). That is not in itself a reason to delete but it is an issue that prevents it being used as-is. Much though I did smirk at the wording, it isn\'t going to have the desired effect. Where is this meant to be used? On contributors talk pages? That needs figured out. What nobody here seems to be discussing is that the use of \'America\' is a relatively minor issue. It\'s an annoyance and a pet hate, and I do point it out when I see it, but it\'s just a question of finding something less ambiguous. I wouldn\'t use it to mean the American nations collectively, either; same reason. Ambiguity. It\'s a simple case of word-replacing and any templated message should be understated to reflect that. Accordingly, musch downsizing required. Another thing nobody has mentioned is that we all use \'America\' to mean the US. We do. I do. Often without realising it. It\'s usually pretty clear and (apart from maybe a mild dig) I don\'t mind it in discussions etc. Mainspace should strive to be absolutely clear and the easiest thing to do is avoid the word entirely. If we are to take the recent article as an example, there were a lot of other nationalities involved. If one of them was, say, Brazilian then we\'d have real confusion on our hands. Given how ignored the other nationalities were, such a situation wouldn\'t surprise me. We must always remember that the the US anexing of the word \'America\' to mean a single nation is not malicious, and neither are individual uses. It\'s not the best inspiration to cite, that article; it had much more serious problems when I reviewed. I would usually replace \'America\' when editing; if that\'s the only problem with an article, it will tend to get passed. There\'s also a bit of ignorance going on here, which is much more easy to sort out. (We are all ignorant about many things, and WN has a steep learning curve, so there\'s nothing wrong with this. I always hesitate around using \'ignorance\' because of the negative connotations; I\'m not saying it as a put-down.) The only namespace that matters as far as careful phrasing goes is mainspace. When a sense of humour is totally banned I will replace the Main Page with porn, leave, and never return. If we\'re going down the self-identification route, I note there are Amerikans here who self-identify as USians. I also cannot think of any other ambiguous self-identification. The evolution of the word\'s use is, frankly, unfortunate. This is too ungainly for a DR. We should have this on the water cooler, and return here only if we can\'t agree a way to sort this template. Blood Red Sandman (Talk) (Contribs) 17:45, 4 March 2012 (UTC) [ reply ] Comment with five minutes work, I\'ve traced use of "USian" as far back as 1987 — the year I first got Internet access. Invented? By-and-large all words are; but this one most-certainly is not a Wikinews invention since this project didn\'t come into existence for another seventeen years. Moving forward a little under two years, I\'m going to excerpt from a discussion that precisely sums up the problems of those outside the United States with attitudes emanating from within the country: [...]\n> > > As for Henry, as a non-citizen\n> > Henry is a citizen of Canada. I am a citizen of Australia.\n> > I fail to see what\n> > the relevence is. The net is not a U.S. dominion.\n> You picked out an insignificant part of my entire paragraph, quoted it\n> out of context, and blew it up far beyond anything I actually said.\nI\'m sorry if you\'re upset, but I\'m tired of the USAcentric attitude that\npervades the net. As an Australian living in, and materially contributing\nto, the United States I\'m exquisitely aware of the casual parochialism\nof many USians. Casual prejudice is prejudice still.\nI\'m also tired of people bashing Henry, or supporting the people who bash\nhim by taking their position. He\'s one of the clearest heads on the net, for\nall his faults. And he has them.\nBut if you must criticise, there are far more valid places to start from\nthan the irrelevant point of his nationality. You\'re just reinforcing\nthe USian attitudes towards foreigners... attitudes that harm the USA, by\nthe way, as much if not more than the foreigners in question.\nIt\'s insignificant to you, but not to me. The fact that it\'s insignificant\nto you is itself part of the problem. Oh well, you probably never thought\nof it as a problem. I trust you will now.\nCan we put this behind us now? — Peter da Silva April 3, 1989. I\'ve quoted this in it\'s entirety, because I\'ve participated in, and seen, this self-same discussion played-out for pretty much the entire 20+ years since Peter\'s complaint as above. It is a deep-seated point of irritation that originates within the United States. The 1987 use? By an \'American\'. An \'American\' somewhat uncomfortable with the claiming of citizenship of the supercontinent. This, perhaps is the crux of the matter. You are saying that Mexicans, Canadians, Columbians, etc., etc. are not \'American citizens\'; they most certainly are! What they are not, is Citizens of the United States. As to the Style Guide? "American" is used frequently as the generally-accepted name of what is " American English " (less-so for "American" date formats), and that\'s somewhere we do not want to have people from this side of the Atlantic taking the discussion and giving their frank and forthright views on the topic. Sorry for the length of this. To call \'throwaway\', imprecise, use of America and/or American Cultural Imperialism is likely putting the case in-extremis; but, reading that Wikipedia article after the above might make it more clear why a great number of uses of \'America[n]\' are close to, if not an outright breach of WN:NPOV . -- Brian McNeil / talk 06:32, 5 March 2012 (UTC) [ reply ] Comment More on USian : Alright, I acknowledge I was inaccurate above and that the term "USian" has apparently been around for many years. My intended point, though, was that hardly anybody uses it. My Google search brought up "Urban Dictionary," which is not a reliable source, and others that had the same problem. The Wiktionary entry designates "USian" as "rare". Personally, I have heard exactly zero people use this word outside of Wikinews. The use of a term that is out of the mainstream is not likely to bring credibility but rather marginalization. Crtew ( talk ) 20:24, 6 March 2012 (UTC) [ reply ] I find all this talk about the provenance and prevalence (try saying that three times fast) of "USian" a jarring nonsequitur. It makes me wonder what issue you think is being discussed. The comment about Tibet also invites the term nonsequitur and suggests parties talking past each other. Much of what you write below probably can\'t be properly understood without identifying the miscommunication; in fact, my sense is that until we sort out the miscommunication, all attempts to discuss the original issue (cultural insensitivity) will go sideways. -- Pi zero ( talk ) 21:56, 6 March 2012 (UTC) [ reply ] Comment About geography and naming : By calling U.S. citizens “USians,” people are not acknowledging the reason why people there adopted “Americans” in the first place. The "United States" is different than other countries in the western hemisphere or countries around the world in that the first part of its name doesn\'t refer to a place but to its bond as a nation. The "... of America" part, is the place in the full name that is meant to point to a place. Canadians, Mexicans, Brazilians don\'t share this naming situation. The use of the place was decided around the founding of the nation when the country\'s people were emerging from a revolution and beginning to form a nation. So the United States is not "annexing" the term "America" in the present tense. My impression is that the use of the word "USians" is a form of complaint or apology that is directed at the power and influence that the U.S.A. has displayed in more recent history. The vast majority of people around the world use the term "Americans" for U.S. citizens, and there was a history of its use before the argument of cultural imperialism”. Crtew ( talk ) 20:24, 6 March 2012 (UTC) [ reply ] The preposition "of" acknowledges that people who live in the states do not believe they are the only people who occupy or have a claim to "America". Crtew ( talk ) 20:41, 6 March 2012 (UTC) [ reply ] The term USian also has NPOV problems. Crtew ( talk ) 20:56, 6 March 2012 (UTC) [ reply ] Comment Or let’s be consistent : “UKians”? Crtew ( talk ) 20:24, 6 March 2012 (UTC) [ reply ] I am not seriously proposing this. Crtew ( talk ) 20:41, 6 March 2012 (UTC) [ reply ] Comment Style : I reject the notion in the template that the term "America" for a place or "American" for a people is an insult for reasons stated at the top and above. At the same time, I would agree that it is not precise. "U.S." is the widely accepted adjective. I would tend to prefer the use of U.S. citizen(s) in place of Americans, but I can see using "American(s)" in clear situations (e.g., "Americans turned out to vote today to choose which candidate will be their next president", when the story is clearly about, hypothetically, the U.S. elections.). Alternatively, I could see someone writing "U.S. Americans" for international consumption. Crtew ( talk ) 20:24, 6 March 2012 (UTC) [ reply ] As for the noun, the use of U.S. or U.S.A. is standard and would be the best usage. But when there is obviously no ambiguity, everybody knows that the U.S. is the place mentioned, I see no problem with saying America. Crtew ( talk ) 20:41, 6 March 2012 (UTC) [ reply ] Comment Were there no ambiguity that "America" referred to the United States of America then this link wikipedia:America would be a redirect to wikipedia:United States . (I know, Wikipedia not considered a reliable source). So, returning to the " Wikinews articles must be written for an international audience", it must be considered that the audience may include people who could not find the US on a map, but could find the wikipedia:Americas on a map. -- Brian McNeil / talk 22:10, 6 March 2012 (UTC) [ reply ] Just to be absolutely clear here, nobody is proposing using USian within articles! The discussion here seems to have been misinterpreted; my input is intended to, \'pointedly\', drive home the point that "America[n]", on it\'s own, should be avoided. If this is not a given in a journalism course, I\'m surprised. If students aspire to write for, say, The Washington Post , TIME , or seek employment outwith the US, then they will encounter this problem with the use of the word(s) "America[n]". That self-same \'problem\' exists here on Wikinews . -- Brian McNeil / talk 01:45, 7 March 2012 (UTC) [ reply ] Comment The template became an issue because a person trying to submit an article used the term "American(s)" and also the stories selected by that person appeared to the editor to be selected primarily for a U.S. audience. I agree with the second part of the editor\'s evaluation; story selection should be undertaken with a global audience in mind. The above discussion only addressed the use of "Americans" as problematic. A template was then placed on the collaboration page about the use of the term "American(s)". The template, in my view, was offensive, but it also stretched Wikinews policy into areas that doesn\'t seem well documented. We need to have a style discussion elsewhere. But as a further point of clarification, the person who wrote the article was summarizing an Associated Press article that used "American(s)" in the article. Moreover, the item "American" is listed in the Associated Press Stylebook as an "acceptable description" for U.S. citizens. Crtew ( talk ) 16:34, 12 March 2012 (UTC) [ reply ] Comment Wikipedia search : A search on "American" brings up a disambiguation page, while a search on "Americans" brings up a page that equates "American" with U.S. citizenship. Crtew ( talk ) 16:57, 12 March 2012 (UTC) [ reply ] Wikinews is not Wikipedia . Wikinews is also not the Associated Press, though I\'m sorry to hear they\'ve made that mistake. The template is somewhat acerbic in making its point, but calling it "offensive" puts me in mind of the US radical Christian right claiming religious persecution when told they can\'t use the government to impose their religion on everyone else. I only brought up Wikipedia because it was mentioned above. When I did that search on WP:American, I was actually taken to the United States Project page. Crtew ( talk ) 18:51, 12 March 2012 (UTC) [ reply ] I\'m still boggling over the bit a while back about Tibet. The closest thing to an equivalent situation re Tibet would be if a contingent of Tibetans were insisting that Tibetans, and Tibetans alone, should be identified by the unadorned term "Asian". The point was about self-determination. Each people should decide what they are called. We\'re having a policy discussion. A lopsided one, with you taking one position and experienced Wikinewsies taking another. Afaics, having a policy discussion seems to have been the main reason this deletion nomination was made (as I\'ve pointed out, the nominator could have speedy-deleted the template at any time under a bog-standard speedy-deletion criterion). Ok, let\'s delete it! Crtew ( talk ) 18:51, 12 March 2012 (UTC) [ reply ] Please don\'t take this as a fundamental disagreement with editing at Wikniews. I actually agree with the vast number of edits made and see how the process leads to a better product. This is an issue that doesn\'t require the experience at Wikinews that others do. Let\'s open this up as a style discussion. Crtew ( talk ) 19:52, 12 March 2012 (UTC) [ reply ] Pardon me for being blunt, Crtew. You haven\'t got a leg to stand on, with this. You\'re arguing in favor of not bothering to be precise, and of doing so in a culturally insensitive way. -- Pi zero ( talk ) 17:39, 12 March 2012 (UTC) [ reply ] That\'s not what I\'ve been saying. The term "U.S." with "citizen (or variant)" is specific but can be clunky in use as writers don\'t always refer to a person but a collective noun and other nationalities ("the British") don\'t necessarily have to take the citizen (or variant) as a qaulifier. Most people understand what "American(s)" refers to in cases where there can be no ambiguity. It would be confusing to write about the "American position," for example when talking about a meeting between members of the Organization of American States. However, in a story about a meeting between U.S. and Chinese officials, it wouldn\'t necessarily be wrong or confusing to write the "American position." I didn\'t say it would be confusing, although sometimes it would be. I said it would be imprecise and culturally insensitive . In the hypothetical situation you describe, saying "American position" instead of "US position" would be completely gratuitous; the only (almost certainly — hypotheticals are treacherous) reason to prefer "American position" would be morbid cultural imperialism. -- Pi zero ( talk ) 19:54, 12 March 2012 (UTC) [ reply ] The w:American disambiguation page on Wikipedia does not list U.S. Citizen as first, instead conceding the point my template crudely made: An American is, " A person or attribute of one of the nations of the Americas ". -- Brian McNeil / talk 18:00, 12 March 2012 (UTC) [ reply ] I see that as making my point too! An "American" can refer to people in the hemisphere but also to people from the United States. Both can be true at the same time. To the vast majority of people this is not a contradiction or an insult. To make it an insult is to gloss over history, culture, and linguistic uses of the word in context. Crtew ( talk ) 18:51, 12 March 2012 (UTC) [ reply ] The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page\'s talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. '
- ' Category:Art: Category:Art Art="The arts"=totally redundant to Category:Culture and entertainment . The usage note suggests this is an internal cat, like, say, category:musicians , but I don\'t see it as useful as such. Note that "art" as most often referred to by the word is dealt with by Category:Visual art . BRS (Talk) (Contribs) 19:20, 29 April 2014 (UTC) [ reply ] Comments Comment There are some articles in it, despite the usage note about being internal. I suppose that\'s because it wasn\'t clear where else to put those articles. It would only be useful as a internal category if it had a slew of subcats that were thereby prevented from cluttering up Category:Culture and entertainment ; but that doesn\'t appear to be the case. I\'d like to see those articles moved to subcats before it\'s deleted. Otherwise I\'m happy to see the last of it. -- Pi zero ( talk ) 19:57, 29 April 2014 (UTC) [ reply ] Comment Seems to me we need a more coherent plan for this part of the category hierarchy. Right now, "Art" has subcats "Architecture", "Galleries", "Graphic art", and "Visual art". But here\'s some of what w:Portal:Visual arts has to say — note, that\'s "arts" rather than "art", and mishandling that distinction may also be part of our problem here: Visual arts are a class of art forms focusing on the creation of works which are primarily visual in nature, such as painting, drawing, illustration, architecture, photography, graphic design, printmaking, and filmmaking. Those that involve moulding or modeling, such as sculpture, public art, and ceramics, are more narrowly referred to as plastic arts. The visual arts are distinguished from the performing arts, language arts, culinary arts and other such classes of artwork, but those boundaries are not well defined. Many artistic endeavors combine aspects of visual arts with one or more non-visual art forms, such as music or spoken word. The part about "not well defined" might suggest we should be rethinking at what level we have our cats. On the other hand, this also raises the possibility we\'d have "Visual art s " in place of the current "Art", with several subcats including "Architecture", "Graphic art s ", "Galeries". The current "Visual art" would be replaced by some other subcat of Visual arts. There could be siblings to "Visual arts" for, say, "Performing arts". Perhaps a subcat of "Visual art" for the plastic arts — and at that point I get really alarmed. "Plastic arts"??? Seriously? Ugh. That\'s a very unnatural name; only an expert in the taxonomy of this stuff would think that involved anything not made from this stuff . I\'m gonna give this some more thought. I\'d really like this resolved; I don\'t fancy deleting a category every once in a while, leaving at least as much of a mess with a somewhat changed shape, and gradually migrating toward losing what organizational information we now have encoded in these cats. -- Pi zero ( talk ) 13:04, 30 April 2014 (UTC) [ reply ] Comment Trying to carefully and accurately categorise art is always going to be a pain, because the arts strive to break the boundaries between each other. But, that\'s a problem for the visual art cat and its subcats. For that reason I\'m going to hold off going down this tempting tangent about how to handle it. BRS (Talk) (Contribs) 10:55, 4 May 2014 (UTC) [ reply ] Votes The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page\'s talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. '
- ' Wikinews interviews specialists on China, Iran, Russia support for al-Assad/fr: Not exactly clear consensus, but "Keep" is appropriate I believe. — Mike moral ♪♫ 06:37, 29 September 2014 (UTC) [ reply ] Wikinews interviews specialists on China, Iran, Russia support for al-Assad/fr Here is English Wikinews. We don\'t need any article in French.-- GZWDer ( talk ) 10:44, 29 August 2014 (UTC) [ reply ] Comment It\'s tagged with Category:No publish ; so, that\'s its status on en.wn. The article has no French interwiki, suggesting the translation never did make it to fr.wn (though I\'ve not yet tried to look on fr.wn directly). Various published articles in our archives have peripheral subpages of different kinds, which are no-published and eventually should be fully protected as a precaution since they\'re in mainspace; I\'ll protect this one for now, and an admin can later either delete it or remove the deletion tag. -- Pi zero ( talk ) 11:29, 29 August 2014 (UTC) [ reply ] Comment This, as noted by Pi zero, isn\'t published. On that basis, I don\'t quite follow the nomination phrasing. The article itself was translated into three other languages, and is a local Featured Article . Just, as already noted, looks as-if translation to French wasn\'t completed fast-enough to stay fresh. My inclination, on that basis (a working page, never published, cannot now be completed), is to see this deleted. I\'m just hoping I\'m being overly-sensitive to word-choice in how I read the nomination. -- Brian McNeil / talk 07:56, 3 September 2014 (UTC) [ reply ] On further consideration and consultation, I suggest we Keep it. It could conceivably be of use to someone wishing to use the article as a reference. -- Pi zero ( talk ) 13:39, 11 September 2014 (UTC) [ reply ] The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page\'s talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. '
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| 3 | - ' Aussie Foreign Affairs Minister says no change in USA travel advice: -- Pi zero ( talk ) 11:53, 5 May 2013 (UTC) [ reply ] Aussie Foreign Affairs Minister says no change in USA travel advice [ edit ] Established editor started a review, removed a key verifying source. The review was not completed for 24 hours. It appears almost completely certain any subsequent review will have to wait at least that long before getting another review. Demoralizing as a writer and as a reviewer who is feeling overwhelmed by the student situation, and zero intention of resubmitting this article because I know it will not get reviewed in a way that will pass any timeliness criteria. This is one of those cases where writing feels like being set up for failure. Comments [ edit ] Votes [ edit ] Remove -- LauraHale ( talk ) 01:29, 17 April 2013 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. '
- " Boston Marathon rocked by 2 explosions near finish line: -- Pi zero ( talk ) 11:52, 5 May 2013 (UTC) [ reply ] Boston Marathon rocked by 2 explosions near finish line [ edit ] Duplicate adding zero to the already-published article. -- Brian McNeil / talk 06:10, 16 April 2013 (UTC) [ reply ] Comments [ edit ] Votes [ edit ] Remove Just needed to get the message across; quit subbing this 'stub' for review. -- Brian McNeil / talk 06:10, 16 April 2013 (UTC) [ reply ] Remove Hopefully it'll be deleted as abandoned before formal DR process can complete, but just as well to have the formal process in parallel. -- Pi zero ( talk ) 12:33, 16 April 2013 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. "
- " Wikinews:Story preparation/Evidence of bias: Media coverage of Comey memos: Speedy deleted as prepared article where the event happen more than 5 days ago . Any major media coverage on the Comey memo would have been months ago. — mikemoral ( talk ) 07:40, 13 June 2017 (UTC) [ reply ] Wikinews:Story preparation/Evidence of bias: Media coverage of Comey memos Created in November 2016, about seven months ago. Has not developed since then. The article discusses Hilary Clinton and email circus stuff. I don't see the purpose of keeping it other than... prize possession or something. -- George Ho ( talk ) 01:46, 13 June 2017 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. "
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| 0 | - " Template:Nosource: Creating user nominating for speedy deletion under A7. PokestarFan ( talk ) 19:00, 8 May 2017 (UTC) [ reply ] 7. Self-requests by the author with no third-party edit history. Template:Nosource Not being sourced does not, in itself, fulfil a criterion for deletion, speedy or otherwise. As such, this template is superfluous. Microchip08 ( talk ) 07:33, 8 May 2017 (UTC) [ reply ] Comments Votes Remove I'm in agreement with the nominator. -- Pi zero ( talk ) 14:30, 8 May 2017 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. "
- " User:KuduIO/'Al-Qaeda inspired' bomb plot stopped by Canadian police: The following discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page. No further edits should be made to this discussion. User:KuduIO/'Al-Qaeda inspired' bomb plot stopped by Canadian police Userspaced article which has not been revived. Serves no purpose keeping on-wiki. Comments Votes Remove per nom'.-- •–• 12:53, 8 July 2020 (UTC) [ reply ] Remove per nom. Stale draft. Green Giant ( talk ) 23:41, 23 July 2020 (UTC) [ reply ] Deleted -- Green Giant ( talk ) 11:13, 16 August 2020 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. "
- ' Abundance of stolen health care records on dark web is causing a price collapse: Abundance of stolen health care records on dark web is causing a price collapse This draft has been abandoned twice (8 - 13 October and 15 - 19 October). Since it does not seem appropriate to put a new "abandoned" tag, I feel it needs discussion to see if there is anything that can be done to refocus it or whether it just needs deletion. -- Green Giant ( talk ) 14:22, 19 October 2020 (UTC) [ reply ] Comments Votes Remove in the absence of a refocus. -- Green Giant ( talk ) 14:22, 19 October 2020 (UTC) [ reply ] Deleted -- Green Giant ( talk ) 19:29, 26 October 2020 (UTC) [ reply ] The above discussion is preserved as an archive . Please do not modify it. Subsequent comments should be made on the appropriate discussion page, such as the current discussion page. No further edits should be made to this discussion. '
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## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("research-dump/all-mpnet-base-v2_wikinews_outcome_prediction_v1")
# Run inference
preds = model(" Interviews: Interviews WN:Story preparation/Office hours:Frank Schulenberg Last edited in December 2009. Highly unlikely to be published now. WN:Story preparation/Wikinews Interviews: Jim McGreevey Last edited in September 2007. Highly unlikely to be published now. These have been put together because they are unpublished interviews from several years ago. -- Green Giant ( talk ) 17:54, 16 April 2020 (UTC) [ reply ] Comments Votes The above discussion is preserved as an archive. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as this page's talk page , admin action alerts or the talk page of the nominated article). No further edits should be made to this page. ")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:---------|:-----|
| Word count | 60 | 404.1905 | 3700 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 4 |
| 1 | 37 |
| 2 | 15 |
| 3 | 7 |
### Training Hyperparameters
- batch_size: (4, 2)
- num_epochs: (1, 16)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 100
- body_learning_rate: (1e-05, 1e-05)
- head_learning_rate: 5e-05
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: True
- use_amp: True
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0003 | 1 | 0.3386 | - |
| 0.0317 | 100 | 0.2539 | 0.1862 |
| 0.0635 | 200 | 0.189 | 0.1980 |
| 0.0952 | 300 | 0.0574 | 0.3023 |
| 0.1270 | 400 | 0.0366 | 0.2926 |
| 0.1587 | 500 | 0.0223 | 0.3130 |
| 0.1905 | 600 | 0.0098 | 0.3135 |
| 0.2222 | 700 | 0.0029 | 0.2928 |
| 0.2540 | 800 | 0.0008 | 0.3119 |
| 0.2857 | 900 | 0.001 | 0.3095 |
| 0.3175 | 1000 | 0.0004 | 0.2962 |
| 0.3492 | 1100 | 0.0003 | 0.3040 |
| 0.3810 | 1200 | 0.0002 | 0.2999 |
| 0.4127 | 1300 | 0.0002 | 0.2986 |
| 0.4444 | 1400 | 0.0002 | 0.2941 |
| 0.4762 | 1500 | 0.0002 | 0.3068 |
| 0.5079 | 1600 | 0.0001 | 0.3008 |
| 0.5397 | 1700 | 0.0001 | 0.2981 |
| 0.5714 | 1800 | 0.0001 | 0.2959 |
| 0.6032 | 1900 | 0.0001 | 0.3007 |
| 0.6349 | 2000 | 0.0001 | 0.2979 |
| 0.6667 | 2100 | 0.0001 | 0.2962 |
| 0.6984 | 2200 | 0.0001 | 0.3032 |
| 0.7302 | 2300 | 0.0001 | 0.2994 |
| 0.7619 | 2400 | 0.0001 | 0.2976 |
| 0.7937 | 2500 | 0.0001 | 0.2970 |
| 0.8254 | 2600 | 0.0001 | 0.2966 |
| 0.8571 | 2700 | 0.0001 | 0.2988 |
| 0.8889 | 2800 | 0.0001 | 0.2973 |
| 0.9206 | 2900 | 0.0 | 0.2980 |
| 0.9524 | 3000 | 0.0001 | 0.2977 |
| 0.9841 | 3100 | 0.0001 | 0.2981 |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0
- Sentence Transformers: 3.3.1
- Transformers: 4.44.1
- PyTorch: 2.2.1+cu121
- Datasets: 2.21.0
- Tokenizers: 0.19.1
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```