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Tool Usage on BFCL Multi-Parallel v1

90.5AccuracyQwen3-4B-Thinking
34.8649.30563.7578.195Oct 1, 2025

Evaluation results

MethodLinks
Qwen3-4B-ThinkingBase Model=Qwen3-4B-Thinking, Stopping Strategy=Base2025.1090.5—
THINKBRAKEBase Model=Qwen3-4B-Thinking, Stopping Strategy=THINKBRAKE2025.1090.5-28.2
THINKBRAKEBase Model=Qwen3-32B, Stopping Strategy=THINKBRAKE2025.1090-7.3
NoWaitBase Model=Qwen3-4B-Thinking, Stopping Strategy=NoWait2025.1088.5-53.5
THINKBRAKEBase Model=Qwen3-14B, Stopping Strategy=THINKBRAKE2025.1085-14.2
Qwen3-32BBase Model=Qwen3-32B, Stopping Strategy=Base2025.1085—
NoWaitBase Model=Qwen3-4B, Stopping Strategy=NoWait2025.10841.2
NoWaitBase Model=Qwen3-14B, Stopping Strategy=NoWait2025.10841.8
THINKBRAKEBase Model=Qwen3-4B, Stopping Strategy=THINKBRAKE2025.1083.5-12
Qwen3-14BBase Model=Qwen3-14B, Stopping Strategy=Base2025.1083.5—
ThinkLessBase Model=Qwen3-4B-Thinking, Stopping Strategy=ThinkLess2025.1083-100
Qwen3-4BBase Model=Qwen3-4B, Stopping Strategy=Base2025.1083—
NoWaitBase Model=Qwen3-32B, Stopping Strategy=NoWait2025.1082.5-5
Phi-4-ReasoningBase Model=Phi-4-Reasoning, Stopping Strategy=Base2025.1077.5—
THINKBRAKEBase Model=Phi-4-Reasoning, Stopping Strategy=THINKBRAKE2025.1077.5-6.4
NoWaitBase Model=Phi-4-Reasoning, Stopping Strategy=NoWait2025.1075.5-13.2
THINKBRAKE-pBase Model=Qwen3-4B-Thinking, Stopping Strategy=THINKBRAKE-p2025.1042.5-33.4
NoWaitBase Model=DeepSeek-R1-7B, Stopping Strategy=NoWait2025.1042.5-6.9
DeepSeek-R1-7BBase Model=DeepSeek-R1-7B, Stopping Strategy=Base2025.1038—
THINKBRAKEBase Model=DeepSeek-R1-7B, Stopping Strategy=THINKBRAKE2025.1037-11.6