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ResearchFormerly WizWand

Symbolic Planning on PDDL

30.39ScoreSimpleMem
11.212416.191221.1726.1488Jun 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SimpleMemMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0630.39
ConMemMAS=CAMEL, Atom.=✓, Coord.=✓, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0628.48
ReMe (dynamic)MAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0628.42
LatentMemMAS=CAMEL, Atom.=–, Coord.=✓, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0628.12
ConMemMAS=AutoGen, Atom.=✓, Coord.=✓, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0627.9
ReMe (dynamic)MAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0627.41
ConMemMAS=MacNet, Atom.=✓, Coord.=✓, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0627.07
ReMe (dynamic)MAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0626.27
LatentMemMAS=MacNet, Atom.=–, Coord.=✓, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0625.13
G-MemoryMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0624.56
SimpleMemMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0624.38
VoyagerMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0623.65
LatentMemMAS=AutoGen, Atom.=–, Coord.=✓, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0623.49
OAgentsMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0622.83
MetaGPTMAS=CAMEL, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0622.55
No-memoryMAS=CAMEL, Atom.=–, Coord.=–, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0622.1
G-MemoryMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0621.82
JoyAgentMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0621.2
No-memoryMAS=MacNet, Atom.=–, Coord.=–, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0620.73
SimpleMemMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0620.67
JoyAgentMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0620.65
ChatDevMAS=CAMEL, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0618.58
MetaGPTMAS=MacNet, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0617.81
GenerativeMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0617.29
G-MemoryMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0617.06
GenerativeMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0616.81
OAgentsMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0616.7
No-memoryMAS=AutoGen, Atom.=–, Coord.=–, T-free=–, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0616.39
ChatDevMAS=MacNet, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0615.85
ChatDevMAS=AutoGen, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0615.22
VoyagerMAS=MacNet, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0614.75
JoyAgentMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0614.26
GenerativeMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0613.94
OAgentsMAS=CAMEL, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0613.89
VoyagerMAS=AutoGen, Atom.=✓, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0613.62
MetaGPTMAS=AutoGen, Atom.=–, Coord.=–, T-free=✓, Backbone=Qwen/Qwen3-4B-Instruct-25072026.0611.95