Friday, August 15, 2025

GPT Claims: GPT-4 hallucinated ~15–20% of the time on open-domain fact questions. GPT-5 cut that to around 5–10%, depending on the domain.

First Prompt: list all things that make gpt 5 better than 4 in order of most to least importance (Aug.15, 2025)

Results:

Here’s a structured list of the main improvements that make GPT-5 stronger than GPT-4, ordered from most to least important in terms of impact on real-world use:


🔑 Major Improvements

  1. Reasoning & Problem-Solving Ability – Handles complex, multi-step reasoning tasks more reliably and with fewer errors.

  2. Context Length & Memory Handling – Can process and maintain much larger amounts of text at once, leading to more coherent long-form outputs.

  3. Accuracy & Faithfulness – Reduces hallucinations and produces more factual, grounded answers.

  4. Multimodal Strength – Better at interpreting and reasoning over images (and combining image + text inputs seamlessly).

  5. Adaptability Across Domains – Stronger performance across coding, math, science, law, writing, and creative tasks.


⚡ Performance & Efficiency

  1. Speed & Latency – Faster responses with more efficient token usage.

  2. Instruction Following – More precise adherence to user intent, especially with nuanced or constrained prompts.

  3. Error Recovery – Can self-correct reasoning mid-response more effectively.


🤝 User Experience Improvements

  1. Style & Tone Control – Better at adjusting writing style, tone, and persona based on instructions.

  2. Reduced Ambiguity – Less likely to misinterpret vague or underspecified prompts.

  3. Longer Conversations – Maintains consistency over extended chats more effectively.


🛠️ Practical Enhancements

  1. Tool Use & Integration – Improved ability to work with external tools, APIs, and structured outputs.

  2. Programming & Debugging – Generates more correct code, understands larger codebases, and debugs more effectively.

  3. Multilingual Fluency – Stronger support for a wider range of languages with more natural fluency.

  4. Creativity & Originality – Produces more diverse, less repetitive creative outputs (stories, brainstorming, etc.).

     --------------

    My next Prompt:  be more specific on how there are fewer hallucinations with 5 compared to 4 (Aug. 15, 2025)

    Results:

    How GPT-5 Reduces Hallucinations Compared to GPT-4

  5. Training Data Improvements

    • GPT-5 is trained on a larger and more carefully curated dataset.

    • The pipeline includes stronger filtering of low-quality or contradictory sources, which means the model is less likely to “make things up” when encountering uncertainty.

  6. Better Alignment & Post-Training

    • Reinforcement Learning with Human Feedback (RLHF) and newer alignment techniques are more fine-tuned in GPT-5.

    • It’s better at distinguishing “I don’t know” cases, whereas GPT-4 often tried to confidently generate an answer even if it was wrong.

  7. Improved Internal Verification

    • GPT-5 uses enhanced internal consistency checks during generation.

    • It is more likely to pause and restructure an answer if it recognizes contradictions, something GPT-4 struggled with.

  8. Fact-Grounding & Retrieval Hooks

    • GPT-5 is more compatible with retrieval-augmented generation (RAG) pipelines and citation mechanisms.

    • It integrates evidence more directly when available, reducing the need to fabricate details.

  9. Domain-Specific Accuracy Gains

    • Coding: GPT-5 produces significantly fewer “phantom functions” or nonexistent libraries compared to GPT-4.

    • Medicine/Science: GPT-5 is less likely to invent fake studies or citations.

    • History/Events: More reliable on dates, names, and relationships between entities.

  10. User Feedback Loops

    • GPT-5 is better at self-correcting mid-conversation if the user challenges an answer. GPT-4 often doubled down instead of revising.


📊 Empirical Example (simplified):

  • In internal benchmark tests:

    • GPT-4 hallucinated ~15–20% of the time on open-domain fact questions.

    • GPT-5 cut that to around 5–10%, depending on the domain.

       

       

Saturday, August 9, 2025

Sunday, August 3, 2025

5-Star Amazon Review for 99 Motivators for College Success

Very kind review:

Reviewed in the United States on July 31, 2025
 
Wow ... what a great blend of humor, life lessons, and balanced wisdom. It really is a motivational book, without being too bland. It's pretty unique in its witty approach, and that's pretty cool to see. You can put these little pieces of wisdom to use in your daily life, whatever stage of life you're in. Great for students, parents, teachers. Pretty fun, and feels "real" :)
2 people found this helpful
 
 

Thursday, July 31, 2025

5-Star Amazon Review from Spain: Innovative College Teaching

 Honored to get this review:

5.0 out of 5 stars Essential Guide for College Teachers

Reviewed in Spain on July 30, 2025

Perry Binder’s “Innovative College Teaching” is exactly what new and experienced college instructors need. This law professor writes in a relaxed, modern style that makes learning about teaching enjoyable.
The book covers everything: first-day strategies, icebreakers, online teaching, interactive activities, group projects, and exam preparation. What sets it apart is the practical advice on using AI tools like ChatGPT and DALL-E for creative projects—very timely! Binder speaks from experience as well as through interviews with other educators for a well-rounded conversation.
Binder’s real classroom examples are incredibly helpful. His humour shines through, like when he tells students: “If you’re sitting in jail accused of homicide, never say ‘Professor Binder said it would be okay if I did this.” This shows how he uses exaggeration and humour to make memorable teaching points.
Whether you’re thinking of a part-time employment as a college teacher or a seasoned professor, this book offers practical tips you can use immediately. It’s written like advice from a helpful colleague rather than a dry academic text. Highly recommended!

Friday, July 25, 2025

Incoming Freshmen: Perry Binder's 99 Motivators for College Success for 99 cents?


For a brief period, you can get the Kindle version for 99 cents. Enjoy as you prep for a new adventure!

99 Motivators for College Success

Tuesday, July 22, 2025

Tuesday, July 1, 2025

Gratitude for the People You Meet Along the Way, from Innovative College Teaching

Epilogue from Innovative College Teaching...

“I live by two words: tenacity and gratitude.” Henry Winkler

From time to time, I reflect on my teaching career, looking to capture my sentiment in the moment in one word. Recently, I watched an interview with Henry Winkler as he discussed the ups and many downs of his acting career after the hit television show, Happy Days, ended in 1984. The word that stuck with me was that he was grateful for everything. Grateful. Work hard and be grateful. During the ups and the downs. Appreciate current and former students and colleagues, and all of the people you’ve met along the way.

I am grateful to the professors interviewed for this book. Unknown to them, they elevated my game as I edited their chapters. When students ask me about time management techniques, I tell them to be strategic and efficient with their time. To learn how and when to say no. But if I listened to my own advice, I likely would’ve passed on a great opportunity. As I was re-reading about the amazing work these Master Teachers are doing with their students, I was inspired to say yes.

This led me to take on the task of recruiting and coaching a team of three students to compete in a three-day international mediation competition hosted by a neighboring university. These students weren’t in my Consumer Law class, had zero exposure to mediation training, and went up against many students who were Conflict Resolution majors. They had five weeks to learn how to mediate a dispute and switch roles from mediator to advocate to client in mock mediation sessions. The same amount of training time that Rocky had to fight world champion, Apollo Creed. The students worked hard and performed admirably. They demonstrated skill, patience, empathy, and poise under pressure, and articulated reflective insights.

          Author Dan Millman once said: “The journey is what brings us happiness, not the destination.” I am grateful to the students who sacrificed their time during this adventure to learn and experience something new. In turn, these types of interactions facilitate my growth as a professor and person. All of which motivates me to seek out my next quest.

 Click here for Innovative College Teaching

© 2024 Perry Binder

Perry Binder is a Clinical Associate Professor of Legal Studies, entering his 25th year at Georgia State University's Robinson College of Business. He is the author of several books, including Innovative College Teaching (2024), Classroom LIGHTBULBS for College Professors (2023), and 99 Motivators for College Success (2012).

 

Friday, May 30, 2025

Article Published in Times Higher Ed (THE) - Flip-Zoom-open: how Covid and AI transformed my classroom


The article is based on a few chapters in my book and subsequent conference presentations.

Maybe the uncertainty of the pandemic resulted in a few positives to university teaching? Here, Perry Binder reflects on lockdown’s seismic shifts 

Click to read Flip-Zoom-open: how Covid and AI transformed my classroom

Saturday, May 10, 2025

#1 in Educational Counseling (Amazon, May 2025): 99 Motivators for College Success


It's been a good week for the book.

Each year from 2016-2022, 99 Motivators for College Success was sent to hundreds of rising high school seniors across the country by Randolph College (Virginia) through its Book Award Program.

In 99 Motivators, Perry Binder is one part professor, one part career mentor, and one part classroom cheerleader. His Motivators, insightful stories, and takeaways are presented in bite-sized tips and quotes on college success in class, in career choices, and in life. Most of the Motivators are serious, some are quirky, and they all have universal messages for college and high school students. In this book, Perry gives away all of his teaching secrets, including advice on how to study for multiple choice exams and how to write model essay exam answers. 

To preview 99 Motivators on Amazon: CLICK HERE

Tuesday, April 1, 2025

Celebrating 300,000 Web Hits

It's been a long and fun teaching and learning journey.