The Molecular Structure of Thought: Why LLMs Need Chemistry to Reason | Explained
Автор: Learn with Lumo Lab
Загружено: 2026-02-24
Просмотров: 2
Описание:
What if LLMs fail at reasoning NOT because they lack data, but because reasoning has a hidden molecular structure?
⏱️ TIMESTAMPS
0:00 The Imitation Paradox
0:21 Intro
0:26 The Limits of Linear Thought
1:00 Mapping Thoughts to Chemistry
1:32 Bond Type 1: Deep-Reasoning (Covalent)
1:59 Bond Type 2: Self-Reflection (Hydrogen)
2:28 Bond Type 3: Self-Exploration (Van der Waals)
2:55 Effective Semantic Isomers
3:26 The Mechanism of Entropy Convergence
3:50 Structural Competition
4:19 Mole-Syn: Synthesizing Structure
4:46 Results and The Future
5:12 Outro
📊 KEY RESULTS
• Mole-Syn synthesizes proper reasoning topologies with 3 bond types (covalent, hydrogen, van der Waals), dramatically improving reasoning benchmarks and training stability
📄 RESOURCES
Paper: https://arxiv.org/abs/2601.06002
👤 AUTHORS: Qiguang Chen, Yantao Du, Ziniu Li, Jinhao Liu, Songyao Duan, Jiarui Guo, Minghao Liu, Jiaheng Liu, Tong Yang, Ge Zhang, Libo Qin, Wanxiang Che, Wenhao Huang
🎬 ABOUT THIS VIDEO
Created with LumoLab — transform research papers into explainer videos.
Try it yourself: https://lumolab.org
📬 Subscribe for more AI research explainers!
#AISafety #MachineLearning #ResearchExplained
Повторяем попытку...
Доступные форматы для скачивания:
Скачать видео
-
Информация по загрузке:
