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Akira Rafhael Janson on Muck Rack

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Articles

Survival is the Only Reward: Sustainable Self-Training Through Environment-Mediated Selection

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By Alfath Daryl, Akira Rafhael Janson, Surender Suresh, Steven Zhang
| arxiv.org
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
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Generalising from Self-Produced Data: Model Training Beyond Human Constraints

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By Alfath Daryl, Truong Ma, Akira Rafhael Janson
| arxiv.org
[Submitted on 7 Apr 2025] Title:Generalising from Self-Produced Data: Model Training Beyond Human Constraints View a PDF of the paper titled Generalising from Self-Produced Data: Model Training Beyond Human Constraints, by Alfath Daryl Alhajir and 6 other authors View PDF HTML (experimental) Abstract:Current large language models (LLMs) are constrained by human-derived training data and limited by a single level of abstraction that impedes definitive truth judgments.
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