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Question Answering on MedQA (Acc, Token, Speed)

80.7AccuracyLatentMAS
46.3855.2964.273.11Nov 25, 2025

Evaluation results

MethodLinks
LatentMASBackbone=Qwen3-14B, Collaboration Method=Latent-based MAS, MAS Setting=Sequential2025.1180.71,8411,420
TextMASBackbone=Qwen3-14B, Collaboration Method=Text-based MAS, MAS Setting=Sequential2025.1180.33,4444,142
LatentMASBackbone=Qwen3-8B, Collaboration Method=Latent-based MAS, MAS Setting=Sequential2025.1175.31,555928
TextMASBackbone=Qwen3-8B, Collaboration Method=Text-based MAS, MAS Setting=Sequential2025.11754,2601,923
LatentMASBackbone=Qwen3-4B, Collaboration Method=Latent-based MAS, MAS Setting=Sequential2025.1166.31,685438
TextMASBackbone=Qwen3-4B, Collaboration Method=Text-based MAS, MAS Setting=Sequential2025.1165.33,9621,267
SingleBackbone=Qwen3-14B, Collaboration Method=Single-model, MAS Setting=Sequential2025.1164.71,7461,360
SingleBackbone=Qwen3-8B, Collaboration Method=Single-model, MAS Setting=Sequential2025.11532,098476
SingleBackbone=Qwen3-4B, Collaboration Method=Single-model, MAS Setting=Sequential2025.1147.72,134236