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ResearchFormerly WizWand

Reasoning on GPQA Diamond (Acc., Token, Speed)

53AccuracyLatentMAS
39.37642.91346.4549.987Nov 25, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LatentMASMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-14B2025.11533,6061,458
LatentMASMAS Setting=Sequential MAS Setting, Backbone=Qwen3-14B2025.11525,4541,475
TextMASMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-14B2025.115220,9319,119
TextMASMAS Setting=Sequential MAS Setting, Backbone=Qwen3-14B2025.1151.512,6769,714
SingleMAS Setting=Sequential MAS Setting, Backbone=Qwen3-14B2025.1148.55,5471,043
SingleMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-14B2025.1148.55,5471,043
LatentMASMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-8B2025.1146.93,395798
LatentMASMAS Setting=Sequential MAS Setting, Backbone=Qwen3-8B2025.1145.54,571854
TextMASMAS Setting=Sequential MAS Setting, Backbone=Qwen3-8B2025.1143.417,9865,771
TextMASMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-8B2025.114322,4506,108
SingleMAS Setting=Sequential MAS Setting, Backbone=Qwen3-8B2025.1139.96,435813
SingleMAS Setting=Hierarchical MAS Setting, Backbone=Qwen3-8B2025.1139.96,435813