Oct 10, 2025 · Artificial Intelligence

Can Language Models Self‑Train Without Data? Inside the Language Self‑Play Framework

This article examines the Language Self‑Play (LSP) approach for data‑free training of large language models, detailing its challenger‑solver game formulation, advantage calculations, loss functions, self‑reward extension, experimental setup on AlpacaEval, and results that show LSP can match or surpass data‑driven baselines.

LLMdata-free traininglarge language models

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Can Language Models Self‑Train Without Data? Inside the Language Self‑Play Framework