Can AI agents actually code science? This paper tested them on 102 real research tasks. o1-preview from OpenAI nearly doubled the performance of other LLMs under direct prompting (17.7% -> 34.3% success rate) and boosted the performance to 42.2% under the self-debug framework,… https://t.co/orRTkQOtU0 https://t.co/1uleJ6yFRn
OpenAI’s newest model is finally here: o1. o1 represents an entirely new class of models designed to reason or “think through” complex problems— and it's already making huge leaps in domains like math and coding. For the very first episode of YC Decoded, we took a look inside. https://t.co/eTCuov5eVp
💡 Does OpenAI o1 perform similarly to PhD students? Perhaps not yet. We’ve just released ScienceAgentBench and updated our preprint with OpenAI o1’s performance! 🔬 Benchmark: https://t.co/zXhYtsdf5h 🔗 GitHub: https://t.co/5P1QyvpAeP (1/3) https://t.co/nSSEqLi73E
OpenAI's new model, referred to as o1, is designed to enhance reasoning capabilities across various tasks, including mathematical, coding, and commonsense reasoning. A recent comparative study indicates that o1 outperforms other models in these domains. Notably, the model achieved a success rate of 34.3% in coding tasks, nearly doubling the performance of its predecessors, and further improved to 42.2% when utilizing a self-debug framework. At the TED AI Conference in San Francisco, OpenAI scientist Noam Brown highlighted that o1's approach, termed 'system two thinking,' can yield performance enhancements comparable to increasing computational resources and data by a factor of 100,000. The model's capabilities were also evaluated against other leading models, including Claude 3.5 Sonnet and Gemini 1.5 pro, with o1 demonstrating superior performance in text-based tasks. Additionally, the PolyMATH benchmark was introduced to assess multimodal reasoning, showing that while Claude 3.5 Sonnet performed best among multimodal models, o1 excelled in text-only assessments, closely matching human performance. The research reflects significant advancements in AI reasoning and problem-solving skills, positioning o1 as a leading model in the field.