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Tool Usage on Meta-Tool Single

77.7AccuracyPhi-4-Reasoning
60.5464.99569.4573.905Oct 1, 2025

Evaluation results

MethodLinks
Phi-4-ReasoningBase Model=Phi-4-Reasoning, Stopping Strategy=Base2025.1077.7—
THINKBRAKEBase Model=Phi-4-Reasoning, Stopping Strategy=THINKBRAKE2025.1077.2-2.5
NoWaitBase Model=Phi-4-Reasoning, Stopping Strategy=NoWait2025.1076.6-8.5
Qwen3-4BBase Model=Qwen3-4B, Stopping Strategy=Base2025.1074.3—
THINKBRAKEBase Model=Qwen3-4B, Stopping Strategy=THINKBRAKE2025.1072.7-1.4
NoWaitBase Model=Qwen3-4B, Stopping Strategy=NoWait2025.1072.5-3.1
THINKBRAKEBase Model=Qwen3-4B-Thinking, Stopping Strategy=THINKBRAKE2025.1072.4-20.6
THINKBRAKE-pBase Model=Qwen3-4B-Thinking, Stopping Strategy=THINKBRAKE-p2025.1070.8-25.8
Qwen3-4B-ThinkingBase Model=Qwen3-4B-Thinking, Stopping Strategy=Base2025.1069.7—
NoWaitBase Model=Qwen3-4B-Thinking, Stopping Strategy=NoWait2025.1068.90.1
ThinkLessBase Model=Qwen3-4B-Thinking, Stopping Strategy=ThinkLess2025.1067.4-100
THINKBRAKEBase Model=Qwen3-14B, Stopping Strategy=THINKBRAKE2025.1066.3-1.6
NoWaitBase Model=DeepSeek-R1-7B, Stopping Strategy=NoWait2025.1064.90.6
Qwen3-32BBase Model=Qwen3-32B, Stopping Strategy=Base2025.1064.8—
THINKBRAKEBase Model=Qwen3-32B, Stopping Strategy=THINKBRAKE2025.1064.4-1.5
NoWaitBase Model=Qwen3-32B, Stopping Strategy=NoWait2025.1063.83.6
THINKBRAKEBase Model=DeepSeek-R1-7B, Stopping Strategy=THINKBRAKE2025.1063.4-7.4
Qwen3-14BBase Model=Qwen3-14B, Stopping Strategy=Base2025.1063.3—
DeepSeek-R1-7BBase Model=DeepSeek-R1-7B, Stopping Strategy=Base2025.1063.2—
NoWaitBase Model=Qwen3-14B, Stopping Strategy=NoWait2025.1061.2-2.4