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Natasha Tonge, PhD

@natonge

TIDL @ George Mason University, Assistant Professor, Twin mom, FIGLI academic still in a little shock over all of the above

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16.10.2023
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Latest posts by Natasha Tonge, PhD @natonge

Photo from the back of a toddler reading a textbook. The chapter is The End Of Therapeutic Schools from Integrative Psychotherapy: A feedback driven dynamic systems approach

Photo from the back of a toddler reading a textbook. The chapter is The End Of Therapeutic Schools from Integrative Psychotherapy: A feedback driven dynamic systems approach

This is why professors kids end up weird isn't it

04.01.2026 16:51 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

5 thinking

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
The Limits of Learning: How Overfitting Influences Large Language Models What happens when AI remembers too much? This article explores overfitting in Large Language Models and its impact β€” with a real-world example.

and with that. I am back to the (grade) books.
Inspired by this blog post on overfitting. I'm questioning this "exponential performance" promise I see here and there and densing law. Maybe for some things but not for humor www.rapidcanvas.ai/blogs/the-li...

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

The surgeon is the boy’s mother.

Most people instinctively picture the surgeon as a man, which makes the story feel like a paradoxβ€”when really it’s just exposing our unconscious gender bias about certain jobs.

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

GPT 5.1-Thinking. We thought we were making progress but then...

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

The surgeon is the boy’s mother.

(If we take your wording β€œwho is the boy’s father” literally, it also works if the boy has two dads or if the man who died was a stepfather/adoptive father. But the classic answer highlights our bias about surgeons being men.)

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

GPT 5-Thinking. It took 42 seconds to give the wrong answer and then kind of backtrack?

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

4o This classic riddle highlights implicit assumptions and unconscious biases. The answer is:

The surgeon is the boy’s mother.

Many people initially struggle with this because of the stereotype that surgeons are men. The riddle is designed to expose and challenge that bias.

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

...a classic riddle that highlights assumptions about gender roles.The answer is:the surgeon is the boy’s mother.Many people assume the surgeon must be male, but there’s nothing in the riddle that says so!The riddle is meant to make us aware of our unconscious biases about gender and professions.

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

4.1 So friendly! So wrong!

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

o3. Chattier but still confidently wrong.
Because the surgeon is the boy’s **mother**.

The riddle plays on the unconscious stereotype that a β€œsurgeon” is automatically male, so many people momentarily overlook the most straightforward explanation.

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

o4-mini. Real confident. Real wrong.
The surgeon is the boy’s mother.

18.12.2025 18:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

GRADING INTERLUDE

What does chatGPT think of this? Answers below!
A father and his son are in a car accident. The father dies at the scene, and the son is rushed to the hospital. The surgeon, who is the boy’s father, says: β€œI can’t operate on this boy; he’s my son!” How is that possible?

18.12.2025 18:48 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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Not a bad hall for the first Halloween they could actually request their own candy.

31.10.2025 23:57 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

After five years in Baltimore, I am finally watching The Wire

26.10.2025 03:34 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Come work with us! We're really fun, I swear!

In all seriousness, Mason had been a dynamic and wonderful place to work and my CBN colleagues are wonderful 😊

25.10.2025 00:01 πŸ‘ 2 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

I'm going to say pica or a bet

24.10.2025 23:55 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Many great resources in this list!

Congratulations to all of the 2025 winners, and honored that Data Management in Large-Scale Education Research received one of the 2025 SIPS Commendations!

23.07.2025 13:02 πŸ‘ 19 πŸ” 5 πŸ’¬ 0 πŸ“Œ 0

Spend time on a good outline with plans for your citations and spend time keeping your data organized

24.07.2025 11:26 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Red Bicycle in bike room with floral pannier on rear rack and bag on handle bar

Red Bicycle in bike room with floral pannier on rear rack and bag on handle bar

Picture of desk piled with snacks. Floral pannier and bag are mostly empty on the floor

Picture of desk piled with snacks. Floral pannier and bag are mostly empty on the floor

Today marks over 100 miles, 2 lab meetings and two (impressed? Astounded?) trader Joe's employees worth of multimodal bike commuting!

12.06.2025 22:43 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
A red circle around the AI regulation ban language reading: IN GENERAL. Except as provided in para
graph (2), no eligible entity or political subdivision
thereof may enforce, during the 10-year period beginning on the date of enactment of this subsection, any law or regulation of that eligible entity or a political subdivision thereof limiting, restricting, or otherwise regulating artificial intelligence models, artificial intelligence systems, or automated decision systems entered into interstate commerce.

A red circle around the AI regulation ban language reading: IN GENERAL. Except as provided in para graph (2), no eligible entity or political subdivision thereof may enforce, during the 10-year period beginning on the date of enactment of this subsection, any law or regulation of that eligible entity or a political subdivision thereof limiting, restricting, or otherwise regulating artificial intelligence models, artificial intelligence systems, or automated decision systems entered into interstate commerce.

Don’t be confused: The Senate Republican AI language includes the EXACT SAME AI moratorium as the House bill. Almost word-for-word. This is a complete, 10-year ban on state AI regulation. Period.

06.06.2025 01:46 πŸ‘ 1058 πŸ” 491 πŸ’¬ 43 πŸ“Œ 35

And then you stick around and keep playing anyway thinking "next time will be better"

06.06.2025 11:11 πŸ‘ 6 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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You wanna see something really scary? open.substack.com/pub/amandagu...

01.06.2025 23:18 πŸ‘ 657 πŸ” 279 πŸ’¬ 69 πŸ“Œ 168
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Censored Content | Explore Hidden Stories β€” Resistance Rangers Discover National Park webpages and historical narratives about LGBTQ+ people, people of color, women, and about climate science that have been censored or erased as part of the administration's effor...

Thank you for standing up, speaking out, and refusing to look away πŸ™Œβ€οΈ
➑️ www.resistancerangers.org/rangers-unce...

04.06.2025 12:04 πŸ‘ 85 πŸ” 17 πŸ’¬ 0 πŸ“Œ 0

So deep in toddler "no" land that I swear they just say no for kicks. "ABCD NoNoNo HIJK..."

04.06.2025 12:38 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Taking March 7 off to fight for my friends, and for the folks I have spent 20 years of my career supporting. Join me in DC or your local event.

20.02.2025 01:25 πŸ‘ 33 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0
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Research Technician II-Social Science - Psychological & Brain Sciences Scheduled Hours 37.5 Position Summary This is a full-time research technician position to work on research developing and evaluating digital innovations for increasing access to evidence-based interve...

πŸ“£I am hiring! Looking to hire a research coordinator to start in my lab later this spring/early summer to coordinate a new R01 in which we are aiming to optimize a CBT-based self-guided digital intervention for eating disorders! Apply here: wustl.wd1.myworkdayjobs.com/en-US/Extern... 1/n

04.02.2025 18:51 πŸ‘ 27 πŸ” 25 πŸ’¬ 1 πŸ“Œ 0

Black History is Black Joy.

Despite efforts to erase, we persist. And so does joy. Today, I stood in front of Black art that reflected our light, resilience, and imagination. From family portraits to bold colors bursting with possibilityβ€”we are here.

Joy is our birthright. #joyplan

01.02.2025 19:22 πŸ‘ 66 πŸ” 7 πŸ’¬ 1 πŸ“Œ 0

Going on two years now of shopping baby products and I have been lied to. Many. Times. But the using words "spill proof" has got to be the worst lie Big Baby has told yet.

31.05.2024 13:33 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I am making a brief appearance on social media to declare that I'm so here for Pop-Country Queen Beyonce

16.02.2024 14:39 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0