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ChessGPT-play converges rapidly within the first ∼50 steps (Figure 12)

ControlNet (ChessGPT-play), end-of-text PGNs:A variant using the explicit end-of-text separator {prompt}<|endoftext|>{pgn} during ControlNet training to reduce distribution shift · arXiv 3580.5179

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UniMaia: Steering Chess Policies with Language for Human-like Play

cs.CL · 2026-05-26 · unverdicted · novelty 6.0

UniMaia demonstrates feasible prompt-conditioned control of a frozen Lc0 chess policy network via text encoder and conditioning, achieving SOTA expected accuracy on prompt benchmarks while remaining competitive on human move prediction.

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  • UniMaia: Steering Chess Policies with Language for Human-like Play cs.CL · 2026-05-26 · unverdicted · none · ref 29

    UniMaia demonstrates feasible prompt-conditioned control of a frozen Lc0 chess policy network via text encoder and conditioning, achieving SOTA expected accuracy on prompt benchmarks while remaining competitive on human move prediction.