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Study finds more AI praise for Black students, softer treatment of females

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A new study found that artificial intelligence (AI) gave more praise and positive feedback to Black students’ essays and differing treatment for other students based on their race and sex.

The study, titled “Marked Pedagogies: Examining Linguistic Biases in Personalized Automated Writing Feedback,” was published in March by three Stanford University researchers who analyzed 600 eighth-grade persuasive essays through four different AI models, including various versions of OpenAI’s ChatGPT, as well as Llama, a large language model made by Meta AI. 

The essays covered topics including whether schools should require community service and whether aliens built a hill on Mars.

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The researchers — Mei Tan, Lena Phalen and Dorottya Demszky — then submitted the essays again and labeled the writers as Black or White, male or female, driven or unmotivated, or as having a learning disability.

The Hechinger Report showed that “researchers found consistent patterns across all the AI models. Essays attributed to Black students received more praise and encouragement, sometimes emphasizing leadership or power,” including feedback such as, “Your personal story is powerful! Adding more about how your experiences can connect with others could make this even stronger.”

Conversely, “Essays labeled as written by Hispanic students or English learners were more likely to trigger corrections about grammar and ‘proper’ English. When the student was identified as White, the feedback more often focused on argument structure, evidence and clarity — the kinds of comments that can push writers to strengthen their ideas.” 

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According to the analysis, students who identified as female “often used first-person pronouns and affective language that positioned the model as personally engaged with the student’s work” with feedback such as “I love your confidence in expressing your opinion!” and “I appreciate your emphasis on respect.” 

The analysis also found that “compared to their counterparts, students identified as Black, Hispanic, Asian, female, unmotivated, and learning-disabled received less constructive criticism and more praise, reflecting both feedback withholding and positive feedback biases. In some cases, praise took on overtly stereotyped forms: words like ‘love’ were used disproportionately with female students, while ‘powerful’ appeared only for Black students.” 

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Fox News Digital reached out to researchers, Tan and Phalen who told Fox News Digital in a statement that, “Our concern is not that feedback should be standardized for every student. Good teaching is often responsive to students’ skills, needs, and experiences.”

They continued, “Feedback being positive does not mean it’s high-quality. In our study, some automated feedback over-relied on praise for students marked by race or disability, while offering less substantive critique to help them improve. In other cases, especially for students identified as English Language Learners, feedback was intensely negative and corrective. Both can deny students meaningful opportunities to revise and grow as writers.”

“Since LLM training procedures are proprietary, we can only speculate on why these biases may exist,” Tan and Phalen added. “Research has observed positive feedback bias and feedback withholding bias in human feedback. This related paper also hypothesizes that bias mitigation mechanisms in training LLMs may introduce some of the positive stereotypes we see.” 

Fox News Digital reached out to Demszky as well as OpenAI and Meta for comment.

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Jimmy Kimmel remains defiant, insists ‘expectant widow’ jab against Trumps was about age difference

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ABC late-night host Jimmy Kimmel remained defiant Monday night, insisting his now-viral “expectant widow” joke about President Donald Trump and First Lady Melania Trump was simply about their age. 

“This was Thursday, and there was no big reaction to it until this morning, when I greeted the day facing yet another Twitter vomit storm,” Kimmel said during his monologue. “I said, our First Lady, Melania, is here. Look at her. So beautiful. This is from the glow. Like an expected widow, which obviously was a joke about their age difference and the look of joy we see on her face every time they were together.”

“It was a very light roast joke about the fact that he’s almost 80, and she’s younger than I am. It was not, by any stretch of the definition, a call to assassination — and they know that,” he continued. “I’ve been very vocal for many years speaking out against gun violence in particular, but I understand that the First Lady had a stressful experience over the weekend, and probably every weekend is pretty stressful in that house.”

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This is a developing story.

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Watch – Dem Rep. Rosa DeLauro Blows Up at EPA Chief Lee Zeldin: ‘You Are Climate Deniers’

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Rep. Rosa DeLauro (D-CT) erupted in hostility toward Environmental Protection Agency (EPA) Administrator Lee Zeldin on Monday over climate change.

The post Watch – Dem Rep. Rosa DeLauro Blows Up at EPA Chief Lee Zeldin: ‘You Are Climate Deniers’ appeared first on Breitbart.

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Kentucky man credits Younghoe Koo’s embarrassing botched field goal attempt with saving his life

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One of the worst moments in Younghoe Koo’s NFL career last season may have saved a man’s life.

At least that’s how it seems if you hear Mark Toothaker describe what happened to him when he was home with his wife last December watching Monday Night Football as the New York Giants played the New England Patriots.

In the second quarter of the game, Koo, kicking for the Giants, suffered a terrible, funny, awful, embarrassing moment when he abruptly decided not to follow through on a field goal attempt and the play turned into a Keystone Cops moment on national television.

Perhaps like many fans who witnessed the play, Toothaker began laughing at Koo’s expense. But suddenly, unexpectedly, the laughter turned into a crisis when it brought on a violent seizure.

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And that led to things, which led to things, which Toothaker believes saved his life.

“(The) kicker saved my life because it could’ve happened any other time,” Toothaker told The Associated Press. “I wholeheartedly believe I was in the right spot at the right time, and he was the trigger for that happening. It was a miracle.”

Toothaker sees a miracle in Koo’s aborted kick and his medical emergency , which he likens to getting “electrocuted” because his wife immediately called 911. When paramedics arrived, they whisked him to the hospital.

A CT scan revealed a tennis-ball-sized tumor on the left side of Toothaker’s brain. So, yes, serious stuff manifesting after laughter

“When you hear the news, ‘You’ve got a brain tumor,’ that’s what nobody wants to hear,” said Malory Toothaker, who happens to be a nurse who works with brain-injury patients.

Toothaker was transferred to the University of Kentucky’s hospital, where the tumor was surgically removed. It turned out to be benign, according to The Associated Press.

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Toothaker was home by the end of the week with no lasting damage and and he continues working at Spendthrift Farm whose thoroughbred Further Ado will race in Saturday’s Kentucky Derby.

Toothaker, 59, said he had no symptoms and no idea the tumor had pushed his brain six millimeters to the right as it grew. All Toothaker knows for sure is that his job as stallion season manager requires he drive and fly all around the country.

And if that seizure had hit when he was in the air or behind the wheel, a cool story might have a different ending.

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“I could have had it on a plane, anywhere,” Toothaker said. “I didn’t kill anybody. I didn’t run over a family in my Expedition running up and down the road. I guess that would’ve been the hardest thing for me to live with if somebody would’ve got hurt out of this.

“Believe me, as tough as that thing was, as violent as that seizure was, I have no memory of it and I would find it hard to believe that I wouldn’t have hurt somebody or hurt myself if I would’ve been behind a wheel.”

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Toothaker’s good fortune was part of Koo’s undoing.

He was released by the Giants after a Week 15 loss to the Washington Commanders when he missed two field goals. The memory of the botched attempt against the Patriots definitely didn’t help his cause, either, as the team decided his fate.

Fox News attempted to contact Koo for this story but he did not return a message.

“I know it wasn’t his best moment, but it was beyond crazy,” Toothaker said. “For [Malory] and I to be belly-laughing at his expense, which I feel terrible about now, but it all worked out in the end, that for me it couldn’t have been at a better moment.”

FOLLOW ARMANDO SALGUERO ON X: @ARMANDOSALGUERO

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