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AI Frontier Lectures
AI Frontier Lectures
Mar 21, 2025 · Artificial Intelligence

Can Chain‑of‑Thought Templates Unlock Higher Reasoning Limits in LLMs?

The article examines how chain‑of‑thought (CoT) templates are evolving from short‑term heuristics to long‑range planning in large language models, highlighting recent advances such as OpenAI o1, DeepSeek R1, and Kimi 1.5, and explores template designs that boost reasoning performance, efficiency, and multimodal capabilities.

AI reasoningLong CoTchain of thought
0 likes · 7 min read
Can Chain‑of‑Thought Templates Unlock Higher Reasoning Limits in LLMs?
Architect
Architect
Feb 20, 2025 · Artificial Intelligence

Why Long CoT and In‑Context RL Are the Next Frontier for LLMs

The article analyses recent breakthroughs such as OpenAI's o1, Long CoT, and test‑time search, arguing that enabling LLMs to perform self‑critique and reinforcement learning with long output sequences is essential for future AI performance, while warning against overly structured workflows.

AI researchIn‑Context RLLLM
0 likes · 12 min read
Why Long CoT and In‑Context RL Are the Next Frontier for LLMs