Noob Vibe Paper: THINK RIGHT: LEARNING TO MITIGATE UNDER-OVER скачать в хорошем качестве

Noob Vibe Paper: THINK RIGHT: LEARNING TO MITIGATE UNDER-OVER

Want to see how AI learns to think just right—no more overcomplicating, no more missing the mark? 🚀 Smart Reasoning Balance: Discover how TRAAC helps AI models avoid both rushed and overly complex thinking by dynamically adjusting their reasoning steps based on task difficulty. ✨ Intelligent Compression: Learn how the model identifies and removes unnecessary reasoning steps using self-attention mechanisms, making thinking more efficient without sacrificing accuracy. 🤖 Adaptive Learning in Action: See how TRAAC trains models to estimate problem difficulty and allocate compute resources wisely, leading to better performance across math and non-math tasks. Noob Learning: Let's vibe learning together! ---   / nooblearning   https://arxiv.org/pdf/2510.01581