Multi-agent Question Answering on WorldTree (first 300 questions)
70.56Average AccuracyTextFullT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TextFullTTraining Status=Training-Based, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.05 | 70.56 | 73.33 | 505.03 | 5.47 | |
| NLTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.05 | 69.33 | 73 | 1,247.5 | 13.15 | |
| CipherTraining Status=Training-Free, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.05 | 69.22 | 71.33 | 1,137.89 | 11.58 | |
| HyLaTTraining Status=Training-Based, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.05 | 69.22 | 69 | 72.01 | 1.47 | |
| LatentFullTTraining Status=Training-Based, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.05 | 68.56 | 68.33 | 57 | 0.7 | |
| EcoLangTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.05 | 68.11 | 71.33 | 960.26 | 10.04 | |
| AutoFormTraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.05 | 67.11 | 68.67 | 1,717.6 | 18.18 | |
| SDETraining Status=Training-Free, Communication Protocol=Text-Based, Number of Agents=3, Communication Turns=22026.05 | 64.56 | 68 | 1,316.2 | 14.48 | |
| Single-AgentTraining Status=Training-Free, Communication Protocol=Single-Agent, Number of Agents=1, Communication Turns=02026.05 | 59.33 | 59.33 | 113.59 | 1.25 | |
| LatentMAS-VTraining Status=Training-Free, Communication Protocol=Latent-Space, Number of Agents=3, Communication Turns=22026.05 | 45 | 46.33 | 324.43 | 3.61 |