ResearchBenchmarksCollaborative software engineering on MultiAgentBench Coding (Tree)Collaborative software engineering on MultiAgentBench Coding (Tree)Follow52.98Task PerformanceETI45.460847.412949.36551.3171Apr 21, 2026Evaluation resultsMethodMethodLinksTask PerformanceCoordinationETIAgent=QWEN, Trait Sour...Agent=QWEN, Trait Source=QWEN2026.0452.9866.34ETIAgent=QWEN, Trait Sour...Agent=QWEN, Trait Source=GPT2026.0452.1366.81ETIAgent=GPT, Trait Sourc...Agent=GPT, Trait Source=GPT2026.0450.6972.95ETIAgent=GPT, Trait Sourc...Agent=GPT, Trait Source=QWEN2026.0450.2274.43GPTTrait Source=noneTrait Source=none2026.0445.7952.22QWENTrait Source=noneTrait Source=none2026.0445.7560.41