> The rapid adoption of generative language models has brought about substantial advancements in digital communication, while simultaneously raising concerns regarding the potential misuse of AI-generated content. Although numerous detection methods have been proposed to differentiate between AI and human-generated content, the fairness and robustness of these detectors remain underexplored. In this study, we evaluate the performance of several widely-used GPT detectors using writing samples from native and non-native English writers. Our findings
> they misclassified over half of the TOEFL essays as "AI-generated" (average false positive rate: 61.22%). All seven detectors unanimously identified 18 of the 91 TOEFL essays (19.78%) as AI-authored, while 89 of the 91 TOEFL essays (97.80%) are flagged as AI-generated by at least one detector
> The detectors demonstrated near-perfect accuracy for US 8-th grade essays.
I guarantee you that I need no external detector of bad writing. :)
What this shows is that L2 learners are being taught a style of English coïncident with the output of current LLM generators rather with that of native speakers. I could have told you this: L2 learners write in a strangely formulaic and bland style that offends no one and appeals to equally many.
I suspect that, when writing TOEFL essays, non-native speakers will try to avoid overly complex constructions to reduce the risk of making a mistake. Presumably they care about mistakes more than about overall writing quality.
> We use an AI to find the AI, An Errand so divine, The Messenger enamored too, Forgetting to return, We make the wise distinction still, Soever made in vain, The sagest time to dam the sea is when the sea is gone.
I suspect that this a problem with all L2 learners, of course. I doubt that, if I learned (say) Russian, I would sound particularly idiomatic or eloquent.
We do not be needing to start considering countrys of originals in whether a posts is reddible or AI-generated. In fact, the NNS tells are more often blunders.
I wonder how many words in Ukrainian are considered similar (having the same roots and/or understandable) to Russian?
For example here is a lexical similarity index for English. How is Ukrainian similar in lexicon to Russian?
Is there any research regarding this?
Gronings (Dutch pronunciation: [ˈɣroːnɪŋs]; Gronings: Grunnegs or Grönnegs), is a collective name for some Friso-Saxon dialects spoken in the province of Groningen and around the Groningen border in Drenthe and Friesland. Gronings and the strongly related varieties in East Frisia have a strong East Frisian influence and take a remarkable position within West Low German. The dialect is characterized by a typical accent and vocabulary, which differ strongly from the other Low Saxon dialects.
== Area ==
The name Gronings can almost be defined geographically, as can be seen on the map below. This is...
Reminds me of how a(n untrained) Madrid native will far better understand a native of Rome than of Lisbon, even though Spanish and Portuguese are much, much closer together in their grammar and lexis than Spanish and Italian are. Yet the phonological and isochronic changes in Portuguese in the direction of French and away from Italian and Spanish make it seem farther away by far, at least at first.
It wouldn't be reasonable to disqualify all non-native speakers from researching any phaenomenon which might affect non-native speakers in general negatively.
Breeks is the Scots term for trousers or breeches. It is also used in Northumbrian English.
From this it might be inferred that breeches and breeks relate to the Latin references to the braccae that were worn by the ancient Celts, but the Oxford English Dictionary (also online) gives the etymology as "Common Germanic", compare modern Dutch broek, meaning trouser.
Outside Scotland the term breeks is often used to refer to breeches, a trouser similar to plus fours, especially when worn in Scotland and engaging in field sports such as deer stalking, and the activities of taking pheasant, duck, partridge...
A whole Wikipedia article for the Scots term for trousers.
And/or to the militaristic society of Prussia, the precursor of Germany, and successor state to the Teutonic Knights, crusaders forced to leave the Holy Land.
The Battle on the Ice (German: Schlacht auf dem Eise; Russian: Ледовое побоище, Ledovoye poboishche; Estonian: Jäälahing), alternatively known as the Battle of Lake Peipus (German: Schlacht auf dem Peipussee), took place on 5 April 1242. It was fought largely on the frozen Lake Peipus between the united forces of the Republic of Novgorod and Vladimir-Suzdal, led by Prince Alexander Nevsky, and the forces of the Livonian Order and Bishopric of Dorpat, led by Bishop Hermann of Dorpat.
The battle was significant because its outcome determined whether Western Catholicism or Eastern Orthodox Christianity...
When you hear words before you read them, you get them right even when it looks strange. This is something like the opposite of what happens when you read the book before you see the movie. :)
@Cerberus Yes, that's just nasal nonsense to us. Monophthongal mid vowels in most syllables is a hallmark of the upper midwest. I don't know that I believe theories that it's due to Scandinavian settlers though. The diphthongization happened first in dense population centers. Things are slower there in farm and timber country. I think it just never got there.
Rather like a reappreciation of a less starkly masculine appearance, bucking the trend initiated in the late 19th century, which continues to this day, in more formal dress.
@Cerberus He's not good at the reproduction, but he's correct about that we have monophthongs whereas neither he (northern English) nor people out east (Indiana) do. Just listen to how he himself can't manage to talk about the letter O without drawing it out and putting a W at the end of it, even though he's not trying to do that. That sounds weird to us.
Mom's friend's granddaughter, age 15 yo, has been found to have 11 ng/ml of vitamin D, against the normal lower limit of 30 ng/ml. Looks like low vitamin D is quite widespread here. There is some controversy about the actual normal lower limit, 20 vs 30 ng/mL, but 11 is quite low on both counts.
It happens a lot in Ireland and Britain as well, but isn't so noted there. Elizabeth did it rarely but Charles does it pretty often, and his sons do it constantly.
Iodised salt (also spelled iodized salt) is table salt mixed with a minute amount of various salts of the element iodine. The ingestion of iodine prevents iodine deficiency. Worldwide, iodine deficiency affects about two billion people and is the leading preventable cause of intellectual and developmental disabilities. Deficiency also causes thyroid gland problems, including endemic goitre. In many countries, iodine deficiency is a major public health problem that can be cheaply addressed by purposely adding small amounts of iodine to the sodium chloride salt.
Iodine is a micronutrient and dietary...
This came up on ELU, but basically: Canadian raising is becoming phonemic in AmE, with minimal pairs like cider vs sider and high schools (the compound noun) vs high schools (schools that are high)
So it's probably best to see them, not as allophones, but as separate phonemes undergoing a split
> Nationwide, on average, 79% of U.S. adults are literate in 2022. 21% of adults in the US are illiterate in 2022. 54% of adults have a literacy below sixth-grade level.
@tchrist I'm a bit skeptical; the methodologies in those studies are questionable. That number also excludes all the enslaved people, so...there's that.
Literacy in the United States was categorized by the National Center for Education Statistics into different literacy levels, with 92% of American adults having at least "Level 1" literacy in 2019. According to a 2020 report by the U.S. Department of Education, 54% of adults in the United States have prose literacy below the 6th-grade level.In many nations, the ability to read a simple sentence suffices as literacy, and was the previous standard for the U.S. The definition of literacy has changed greatly; the term is presently defined as the ability to use printed and written information to function...
Still, there is a downward trend over time. That said:
> The data in this table for the years 1870 to 1930 come from direct questions from the decennial censuses of 1870 to 1930, and are therefore self-reported results.
> During the 1960s, there was a rise in the educational attainment of young adults, particularly for blacks. Between 1960 and 1970, the median years of school completed by black males, 25- to 29-years-old, rose from 10.5 to 12.2. From the middle 1970s to 1991, the educational attainment for all young adults remained very stable, with virtually no change among whites, blacks, males or females.
> The educational attainment average for the entire population continued to rise as the more highly educated younger cohorts replaced older Americans who had fewer educational opportunities.
I'm actually not sure if that page really provides evidence for either side. The methodology has changed so much over time that I don't think the results are easily commensurable.
> Illiteracy statistics give an important indication of the education level of the adult population. Today, illiteracy is a different issue than in earlier years. The more recent focus on illiteracy has centered on functional literacy, which addresses the issue of whether a person's educational level is sufficient to function in a modern society.
The earlier surveys of illiteracy examined a very fundamental level of reading and writing. The percent of illiteracy, according to earlier measurement methods, was less than 1 percent of persons 14 years old and over in 1979.
Hegra (Ancient Greek: Ἕγρα), known to Muslims as Al-Hijr (Arabic: ٱلْحِجْر), also known as Mada’in Salih (Arabic: مَدَائِن صَالِح, romanized: madāʼin Ṣāliḥ, lit. 'Cities of Salih'), is an archaeological site located in the area of Al-'Ula within Medina Province in the Hejaz region, Saudi Arabia. A majority of the remains date from the Nabataean Kingdom (1st century AD). The site constitutes the kingdom's southernmost and second largest city after Petra (now in Jordan), its capital city. Traces of Lihyanite and Roman occupation before and after the Nabatean rule, respectively, can also be found...
> Aerial Relay Transport System (1979)- Interlocking airplanes with massive wingspans would serve train-like straight routes across the United States, with smaller aircraft from local airports docking to them and transferring passengers
China, Russia, and Pakistan are the only countries in the world that have more nuclear weapons than they do Domino's Pizza locations.
8 Solid Minutes of Useless Geographical Facts!, YouTube (6m45s), 27 July 2022 (1.4M views at the time of writing)
I live in China, so I don't think the claim a...
I personally don't care about the buttons that much — it's the part at the end where they vow to "roll out more ideas that we have to iterate on voting" that is really bad news
Spider-Man has been represented as multiple non-human creatures:
Pter Ptarker - A Pteranodon in a Tyrannosaurus rex body.
Peter Porker (Spider-Ham) - A Spider, that was bitten by an irradiated Anthropomorphic pig.
Has any other Marvel character in any continuity been represented as a non-human ...
> Among many other Marvel characters (full list here), Doctor Strange has been portrayed as Croctor Strange / Steamin Strange, Mister Fantastic as Mooster Fantastic, Namor / Sub-Mariner as Sub-Marsupial, Iron Man as Iron Mouse, Black Bolt as Black Colt, Frank Castle / Punisher as Frank Carple / Punfisher, and Doctor Doom as Ducktor Doom in Larval Earth (Earth-8311, the home universe of Peter Porker / Spider-Ham).
@alphabet FWIW, some of the TOEFL writing practice I've seen essentially tells ESL to conjure up essentially what amounts to markov chains. In people preparing for TOEFL, I see strings of phrases used without much comprehension. In that sense, they have accidentally become like robots
@user223626865 well, haven't gotten around to trying it
@Laurel Just a note about the transgender vs. language disagreement we had. I believe this is a site about language, and you're talking about etiquette. Those are different things.
@tchrist I think there could be several reasons why people use abbreviations so much.
One could be excluding others, as you say, which makes people feel special.
Another could be just imitation of others, habit. I think it was popularised by advertising and company's presentations, to seem more impressive and 'professional'. And also the America army.
Yet another could be laziness, not having to hit a couple of extra keys.
What abbreviations do is place the burden of interpretation on the audience, removing the burden of typing more letters from the author. So the author chooses his own interest over that of all his readers.
@Cerberus I have no flitting idea why they think everybody else already knows all their own personal little typographical shortcuts. It's a form of solipsistic rudeness.
@Robusto I think that OP didn't realize that "a transgender" (noun) is usually seen as offensive, or at the very least out of touch. For me, it has a comparable feel to "the Twitter" (or any number of similar words where the definite article is added when it shouldn't be) which is definitely about grammar and idiomatic phrasing.
I find that even if I've never seen a txt abbreviation before, I can often figure out what it means simply because it's usually a really common expression that's obvious from context