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Multi-agent Question Answering on ARC-Challenge (first 300 questions)

34.89Average AccuracyEcoLang
26.684428.814730.94533.0753May 25, 2026

Evaluation results

MethodLinks
EcoLangTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.0534.8936960.2610.04
TextFullTTraining Status=Training-Based, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.0534.8934.67505.035.47
CipherTraining Status=Training-Free, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.0534.5635.331,137.8911.58
Single-AgentTraining Status=Training-Free, Communication Protocol=Single-Agent, Number of Agents=1, Communication Turns=02026.053434113.591.25
HyLaTTraining Status=Training-Based, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.0533.893472.011.47
LatentFullTTraining Status=Training-Based, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.0533.7834570.7
AutoFormTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.0533.56341,717.618.18
SDETraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.0532.8932.331,316.214.48
NLTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.0531.78321,247.513.15
LatentMAS-VTraining Status=Training-Free, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.052728.33324.433.61