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Seventy3: 用NotebookLM将论文生成播客,让大家跟着AI一起进步。
今天的主题是:O1 Replication Journey: A Strategic Progress Report -- Part 1Summary
This research report details a team's effort to replicate OpenAI's O1 language model, focusing on transparent documentation of their process, including successes and failures. A key finding is the "journey learning" paradigm, which prioritizes learning the complete problem-solving process, not just the solution, showing significant performance improvements. The report contrasts this approach with traditional "shortcut learning" and advocates for open science in AI research. Additionally, the report includes examples of problem-solving and a discussion of reward models and reasoning tree construction used in their replication attempt.
原文链接:https://arxiv.org/abs/2410.18982
代码链接:https://arxiv.org/abs/2410.18982
Seventy3: 用NotebookLM将论文生成播客,让大家跟着AI一起进步。
今天的主题是:O1 Replication Journey: A Strategic Progress Report -- Part 1Summary
This research report details a team's effort to replicate OpenAI's O1 language model, focusing on transparent documentation of their process, including successes and failures. A key finding is the "journey learning" paradigm, which prioritizes learning the complete problem-solving process, not just the solution, showing significant performance improvements. The report contrasts this approach with traditional "shortcut learning" and advocates for open science in AI research. Additionally, the report includes examples of problem-solving and a discussion of reward models and reasoning tree construction used in their replication attempt.
原文链接:https://arxiv.org/abs/2410.18982
代码链接:https://arxiv.org/abs/2410.18982