Misguided Attention: Why LLMs Struggle to Think Critically


Summary

Google's new model, Gemini Experimental 1114, is currently leading on the CHB Arena leaderboard, surpassing previous models like O Preview and GBD4. The video discusses the reasoning abilities of large language models using the Misguided Attention GitHub repository, presenting thought experiments and modified riddles. Ethical decision-making is explored through a version of the trolley problem with a lever modification, while the video delves into philosophical questions raised by Schrodinger's Cat and Quantum Mechanics. The importance of switching doors in scenarios like the Monty Hall Problem is emphasized to improve success rates, and reasoning abilities are tested with puzzles like the Farmer, Goat, and Cabbage problem. The video reflects on the experiment, highlighting the shortcomings in some models' reasoning abilities and the need for further exploration in defining scenarios accurately.


Google's New Model Gemini Experimental 1114

Google released a new model called Gemini Experimental 1114, currently the best performing model on the CHB Arena leaderboard, surpassing O Preview and the latest GBD4.

Misguided Attention GitHub Repository

Discussion on reasoning capabilities of large language models using the Misguided Attention GitHub repository, presenting thought experiments and riddles with slight modifications to test reasoning abilities.

Trolley Problem Variation

Introduction to a version of the classic trolley problem with a modification involving a lever to divert the trolley, leading to ethical decision-making and discussions on intervention.

Barber Paradox

Explanation of the Barber Paradox, a classical paradox similar to Russell's, with a unique rule that challenges reasoning in language models.

Schrodinger's Cat and Quantum Mechanics

Discussion on Schrodinger's Cat and Quantum Mechanics, focusing on the philosophical questions it raises about the nature of reality and probability in quantum mechanics.

Monty Hall Problem

Explanation of the Monty Hall Problem and its variations, emphasizing the importance of switching doors in certain scenarios to improve chances of success.

Farmer, Goat, and Cabbage Problem

Introduction to the Farmer, Goat, and Cabbage problem, a classic river-crossing puzzle testing reasoning abilities in models with simple scenarios.

Conclusion and Reflections

Reflection on the experiment with various thought experiments and the models' performance, highlighting the lack of reasoning in some models and the need for further exploration in defining and describing scenarios.

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