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Operating System task execution on Lifelong-OS (held-out)

74.6Success Rate (SR)MemRL
64.92867.43969.9572.461Mar 31, 2026

Evaluation results

MethodLinks
MemRLType=Q-value episodic memory, Base Model=GPT-4o-mini, Memory=Frozen2026.0374.6
MemPType=Procedural distillation, Base Model=GPT-4o-mini, Memory=Frozen2026.0372
RAGType=Semantic retrieval, Base Model=GPT-4o-mini, Memory=Frozen2026.0371.3
Mem0Type=Entity-centric memory, Base Model=GPT-4o-mini, Memory=Frozen2026.0368.6
No MemoryType=Single-shot LLM, Base Model=GPT-4o-mini, Memory=Frozen2026.0367.3
Self-RAGType=Critique-filtered retrieval, Base Model=GPT-4o-mini, Memory=Frozen2026.0365.3