ResearchBenchmarksCollaborative software engineering on MultiAgentBench Coding GraphCollaborative software engineering on MultiAgentBench Coding GraphFollow57.41Task PerformanceQWEN50.96252.63654.3155.984Apr 21, 2026Evaluation resultsMethodMethodLinksTask PerformanceCoordinationQWENTrait Source=noneTrait Source=none2026.0457.4174.29ETIAgent=QWEN, Trait Sour...Agent=QWEN, Trait Source=QWEN2026.0456.8286.46ETIAgent=QWEN, Trait Sour...Agent=QWEN, Trait Source=GPT2026.0456.4484.43ETIAgent=GPT, Trait Sourc...Agent=GPT, Trait Source=GPT2026.0453.3173.52ETIAgent=GPT, Trait Sourc...Agent=GPT, Trait Source=QWEN2026.0452.8474.38GPTTrait Source=noneTrait Source=none2026.0451.2157.01