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ResearchFormerly WizWand

Interactive Agent Decision Making on ScienceWorld Continual-memory deployment

41.1Success RateAuto-Dreamer
26.22830.08933.9537.811May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Auto-DreamerMemory Category=Ours, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0541.16,9470.411
UMEMMemory Category=RL-trained writers, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0534.180,9180.353
ReasoningBankMemory Category=Structured stores, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0530.9155,1170.324
MempMemory Category=Workflow / procedural memory, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0530.411,5310.306
AWMMemory Category=Workflow / procedural memory, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0530.23,8770.311
Mem-αMemory Category=RL-trained writers, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Released 4B checkpoint2026.0530344,5990.297
ReflexionMemory Category=Reflective / insight extraction, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0529.649,9360.306
No memoryMemory Category=Baseline, Frozen Task Agent LLM=Qwen3.5-9B2026.0528.700.295
ExpeLMemory Category=Reflective / insight extraction, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0528.311,6280.289
LightMemMemory Category=Two-timescale prompted, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0528.1272,0740.287
Mem0Memory Category=Structured stores, Frozen Task Agent LLM=Qwen3.5-9B, Memory-generation LLM=Qwen3-14B2026.0526.889,8540.281