Tag
Proposes MaLoRA and MaRA, two adapter families that introduce selective state-space recurrence for token-level and context-level adaptation in frozen language models, achieving significant gains on multi-hop reasoning benchmarks like MuSiQue and 2WikiMultihopQA.