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cs.CL2026
MMLA: How Memory Lets the Past Shape the Future
Junyi Zou, Avrova Donz
Proposal. Long context can replay history, but it does not decide which completed observations deserve authority. MMLA formalizes a bounded resident memory between transient contex…
cs.CL2026
Adapter Merging Reactivates Latent Reasoning Traces: A Mechanism Analysis
Junyi Zou
Large language models fine-tuned via a two-stage pipeline (domain adaptation followed by instruction alignment) can exhibit non-trivial interference after adapter merging, includin…