IP-TTCD distills the hidden-state gap between a long-window teacher and a short-window student into MLP fast weights, improving long-context language modeling and retrieval over DeltaNet, Gated DeltaNet, SWA, and IP-TTT.
Finch: Prompt-guided key-value cache compression for large language models.Transactions of the Association for Computational Linguistics, 12: 1517–1532, 2024
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Learning What to Remember: Test-Time Training via Context Distillation
IP-TTCD distills the hidden-state gap between a long-window teacher and a short-window student into MLP fast weights, improving long-context language modeling and retrieval over DeltaNet, Gated DeltaNet, SWA, and IP-TTT.