AI RESEARCH
Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism
arXiv CS.LG
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ArXi:2510.26083v2 Announce Type: replace Large Language Models (LLMs) excel at general language tasks but struggle in specialized domains. Specialized Generalist Models (SGMs) address this by preserving broad capabilities while adapting to target domains. However, existing architectures provide limited for task-guided specialized memory mechanisms. In this work, we