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Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones
Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones

Artificial intelligence has made remarkable progress, with Large Language Models (LLMs) and their advanced counterparts, Large Reasoning Models (LRMs), redefining how machines process and generate human-like text. These models can write essays, answer questions, and even solve mathematical problems. However, despite their impressive abilities, these models display curious behavior: they often overcomplicate simple problems while […]
The post Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones appeared first on Unite.AI.

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Engadget Podcast: iPhone 16e review and Amazon's AI-powered Alexa+
Engadget Podcast: iPhone 16e review and Amazon's AI-powered Alexa+

<p>The keyword for the <a data-i13n="cpos:1;pos:1" href="https://www.engadget.com/mobile/smartphones/iphone-16e-review-whats-your-acceptable-compromise-020016288.html"> [...]

Match Score: 53.89

Language models can overthink and get stuck in endless thought loops
Language models can overthink and get stuck in endless thought loops

<p><img width="1456" height="816" src="https://the-decoder.com/wp-content/uploads/2025/02/neural_network_overthinking.png" class="attachment-full size-full [...]

Match Score: 47.94

venturebeat
HubSpot’s Dharmesh Shah on AI mastery: Why prompts, context, and experime

<p><i>Presented by HubSpot</i></p><hr/><p>INBOUND, HubSpot&#x27;s annual conference for marketing and sales professionals, took place in San Francisco this year [...]

Match Score: 44.91

venturebeat
Phi-4 proves that a 'data-first' SFT methodology is the new differentiator

<p>AI engineers often chase performance by scaling up LLM parameters and data, but the trend toward smaller, more efficient, and better-focused models has accelerated. </p><p>The &l [...]

Match Score: 40.37

venturebeat
Lean4: How the theorem prover works and why it's the new competitive edge i

<p>Large language models (LLMs) have astounded the world with their capabilities, yet they remain plagued by unpredictability and hallucinations – confidently outputting incorrect information. [...]

Match Score: 35.67

venturebeat
The beginning of the end of the transformer era? Neuro-symbolic AI startup

<p>The buzzed-about but still stealthy New York City startup <a href="https://www.aui.io/">Augmented Intelligence Inc (AUI)</a>, which seeks to go beyond the popular &q [...]

Match Score: 35.13

Ten years after The Witness, Jonathan Blow's next massive puzzle game is almost ready for primetime
Ten years after The Witness, Jonathan Blow's next massive puzzle game is al

<p>Many of the big announcements at <a target="_blank" class="link" href="https://www.engadget.com/gaming/how-to-watch-the-game-awards-2025-on-december-11-205500124.h [...]

Match Score: 32.86

venturebeat
Samsung AI researcher's new, open reasoning model TRM outperforms models 10

<p>The trend of AI researchers developing new, <a href="https://www.linkedin.com/pulse/next-big-thing-ai-think-small-models-venturebeat-yyrte/?trackingId=x3X3vTZhTnmwCTUtOWGAug%3D%3D&quo [...]

Match Score: 30.50

venturebeat
From logs to insights: The AI breakthrough redefining observability

<p><i>Presented by Elastic </i></p><hr/><p><b><i>Logs set to become the primary tool for finding the “why” in diagnosing network incidents </i> [...]

Match Score: 28.90