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ResearchFormerly WizWand

Tool-use on BFCL, MCP-Atlas, τ²-Bench, and VitaBench Summary

33.4Average Success RateEnvFactory
15.584820.209924.83529.4601May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EnvFactoryBackbone=Qwen3-8B, Env. (Data Scale)=85, Tasks (Data Scale)=2,5752026.0533.4
EnvScalerBackbone=Qwen3-8B, Env. (Data Scale)=191, Tasks (Data Scale)=11,5722026.0532.72
EnvFactory (SFT)Backbone=Qwen3-8B, Env. (Data Scale)=85, Tasks (Data Scale)=1,6222026.0530.82
EnvFactoryBackbone=Qwen3-4B, Env. (Data Scale)=85, Tasks (Data Scale)=2,5752026.0530.77
EnvScalerBackbone=Qwen3-4B, Env. (Data Scale)=191, Tasks (Data Scale)=11,5722026.0529.56
BaseBackbone=Qwen3-8B, Env. (Data Scale)=–, Tasks (Data Scale)=–2026.0529.23
AWMBackbone=Qwen3-8B, Env. (Data Scale)=526, Tasks (Data Scale)=3,3152026.0528.65
EnvFactory (SFT)Backbone=Qwen3-4B, Env. (Data Scale)=85, Tasks (Data Scale)=1,6222026.0527.29
AWMBackbone=Qwen3-4B, Env. (Data Scale)=526, Tasks (Data Scale)=3,3152026.0525.47
BaseBackbone=Qwen3-4B, Env. (Data Scale)=–, Tasks (Data Scale)=–2026.0524.09
EnvFactoryBackbone=Qwen3-1.7B, Env. (Data Scale)=85, Tasks (Data Scale)=2,5752026.0519.74
EnvFactory (SFT)Backbone=Qwen3-1.7B, Env. (Data Scale)=85, Tasks (Data Scale)=1,6222026.0518.6
EnvScalerBackbone=Qwen3-1.7B, Env. (Data Scale)=191, Tasks (Data Scale)=11,5722026.0516.51
BaseBackbone=Qwen3-1.7B, Env. (Data Scale)=–, Tasks (Data Scale)=–2026.0516.27