Feb 4, 2025 · Reasoning models like OpenAI’s o1, o1-mini, o3-mini, and DeepSeek-R1 are available in the AI Toolkit for VS Code model catalog, Azure AI Foundry model catalog as well as online for free usage (rate-limited) in the Github Marketplace for models. There are some key differences between reasoning models and general-purpose LLMs.

Sep 12, 2024 · We are introducing OpenAI o1, a new large language model trained with reinforcement learning to perform complex reasoning. o1 thinks before it answers—it can produce a long internal chain of thought before responding to the user.

Sep 12, 2024 · To offer a more efficient solution for developers, we’re also releasing OpenAI o1-mini, a faster, cheaper reasoning model that is particularly effective at coding. As a smaller model, o1-mini is 80% cheaper than o1-preview, making it a powerful, cost-effective model for applications that require reasoning but not broad world knowledge.

Jan 17, 2025 · We begin by introducing the foundational background of LLMs and then explore the key technical components driving the development of large reasoning models, with a focus on automated data construction, learning-to-reason techniques, and test-time scaling.

Nov 30, 2024 · In 2024, AI reasoning models have reached new heights of capability, with systems demonstrating unprecedented accuracy in complex reasoning tasks. The latest models can process multiple streams of information simultaneously, consider various perspectives, and arrive at well-reasoned conclusions.

Feb 5, 2025 · While R1-Zero is not a top-performing reasoning model, it does demonstrate reasoning capabilities by generating intermediate "thinking" steps, as shown in the figure above. This confirms that it is possible to develop a reasoning model using pure RL, and the DeepSeek team was the first to demonstrate (or at least publish) this approach.

Jan 20, 2025 · Reasoning language models (RLMs), also known as Large Reasoning Models (LRMs), such as OpenAI's o1 and o3, DeepSeek-V3, and Alibaba's QwQ, have redefined AI's problem-solving capabilities by extending LLMs with advanced reasoning mechanisms. Yet, their high costs, proprietary nature, and complex architectures - uniquely combining Reinforcement Learning (RL), search heuristics, and LLMs ...

Dec 17, 2023 · In this paper, we introduce seminal foundation models proposed or adaptable for reasoning, highlighting the latest advancements in various reasoning tasks, methods, and benchmarks. We then delve into the potential future directions behind the emergence of reasoning abilities within foundation models.

survey.pdf | A curated list of awesome large AI models, or foundation models, for reasoning. We organize the current foundation models into three categories: language foundation models, vision foundation models, and multimodal foundation models.

Oct 23, 2024 · Inference, evaluation of arguments, and logical conclusion-drawing are all components of reasoning. “Reasoning” is a term that appears often in literature and everyday conversation, but it is also a vague idea that can mean several things depending on the context.