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Reasoning on Apex Shortlist

86.5ScoreDS-v4-Pro
26.59642.14857.773.252Jun 12, 2026

Evaluation results

MethodLinks
DS-v4-ProTools usage=with tools, Parameter Count=1.6T-A49B2026.0686.5
DS-v4-ProTools usage=no tools, Parameter Count=1.6T-A49B2026.0685.8
Nemotron 3 UltraTools usage=with tools, Parameter Count=550B-A55B2026.0684.8
DS-v4-FlashTools usage=no tools, Parameter Count=284B-A13B2026.0682.4
DS-v4-FlashTools usage=with tools, Parameter Count=284B-A13B2026.0682
GLM-5.1Tools usage=with tools, Parameter Count=744B-A40B2026.0679
Kimi-K2.6Tools usage=no tools, Parameter Count=1T-A32B2026.0677.4
Nemotron 3 UltraTools usage=no tools, Parameter Count=550B-A55B2026.0674.9
Kimi-K2.6Tools usage=with tools, Parameter Count=1T-A32B2026.0673.2
GLM-5.1Tools usage=no tools, Parameter Count=744B-A40B2026.0671.1
Qwen-3.5Tools usage=no tools, Parameter Count=397B-17B2026.0661.4
Qwen-3.5Tools usage=with tools, Parameter Count=397B-17B2026.0660.4
MiniMax-2.7Tools usage=with tools, Parameter Count=230B-A10B2026.0651.9
MiniMax-2.7Tools usage=no tools, Parameter Count=230B-A10B2026.0628.9