PoTRE: Smarter Reasoning Through Cognitive Diversity

Paper: PoTRE: Test-Time Reasoning inspired by Cognitive Heterogeneity (2607.20268)
Published: 22 Jul 2026.

Learn more on Emergent Mind: https://www.emergentmind.com/papers/2607.20268
arXiv: https://arxiv.org/abs/2607.20268
Sign up for our free trending papers email digest: https://www.emergentmind.com/subscribe
Follow us on X: https://x.com/EmergentMind
Join our Discord: https://discord.gg/BhfTC4mTXq

This presentation introduces PoTRE, a groundbreaking framework that enables smaller language models to outperform much larger ones on challenging reasoning tasks by orchestrating four specialized agents with distinct cognitive strategies. Rather than relying on brute-force scaling or token budgets, PoTRE achieves state-of-the-art results through architectural diversity at test-time, demonstrating that how models reason matters more than how big they are.

Видео PoTRE: Smarter Reasoning Through Cognitive Diversity канала Emergent Mind