ResearchBenchmarksSingle-turn Tool Calling on BFCL LiveSingle-turn Tool Calling on BFCL LiveFollow86.8Success Rate (Simple)Tool-N159.86466.85773.8580.843Apr 20, 2026Evaluation resultsMethodMethodLinksSuccess Rate (Simple)Success Rate (Multiple)Success Rate (Parallel)Success Rate (Parallel Multiple)Average Success RateTool-N12026.0486.877.27570.878.9ToolRL2026.0486.480.481.358.381.2TRUSTEE2026.0486.481.181.383.382.2EnvScaler2026.0484.980.581.370.881.2AWM2026.0484.579.681.37580.5QWEN3-8B2026.048379.87579.280.3Simia2026.0460.944.40046.2