GAPE augments RoPE with query- and key-dependent gates to stabilize attention and improve long-context performance in language models.
Base of rope bounds context length
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Large-chunk online updates during inference let test-time training scale state capacity to 40% of model size and handle contexts up to 1M tokens without custom kernels.
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Test-Time Training Done Right
Large-chunk online updates during inference let test-time training scale state capacity to 40% of model size and handle contexts up to 1M tokens without custom kernels.