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Tool Use on BFCL V3

62.1AccuracyQwen2.5-Instruct-14B with TOUCAN-SFT + COVERT-RL
30.27638.53846.855.062Dec 31, 2025Jan 16, 2026Feb 2, 2026Feb 19, 2026Mar 7, 2026Mar 24, 2026Apr 10, 2026

Evaluation results

MethodLinks
Qwen2.5-Instruct-14B with TOUCAN-SFT + COVERT-RLModel Scale=14B, Training Strategy=TOUCAN-SFT + COVERT-RL2026.0462.1
Qwen3 4BThinking Mode=true, FC Format=true, temperature=1, top-p=0.95, top-k=20, presence penalty=1.52025.1261.7
Qwen2.5-Instruct-14B with COVERT-RLModel Scale=14B, Training Strategy=COVERT-RL2026.0459.9
Qwen2.5-Instruct-14B with TOUCAN-SFTModel Scale=14B, Training Strategy=TOUCAN-SFT2026.0459.5
Qwen2.5-Instruct-7B with TOUCAN-SFT + COVERT-RLModel Scale=7B, Training Strategy=TOUCAN-SFT + COVERT-RL2026.0459.1
Youtu-LLM 2BThinking Mode=true, FC Format=true, temperature=1, top-p=0.95, top-k=20, presence penalty=1.52025.1258
Qwen2.5-Instruct-7B with COVERT-RLModel Scale=7B, Training Strategy=COVERT-RL2026.0457.2
Qwen2.5-Instruct-7B with TOUCAN-SFTModel Scale=7B, Training Strategy=TOUCAN-SFT2026.0457
Qwen2.5-Instruct-14BModel Scale=14B, Training Strategy=Base2026.0456.5
Qwen3 1.7BThinking Mode=true, FC Format=true, temperature=1, top-p=0.95, top-k=20, presence penalty=1.52025.1255.5
Qwen2.5-Instruct-7BModel Scale=7B, Training Strategy=Base2026.0454.1
SmolLM3 3BThinking Mode=true, FC Format=true, temperature=1, top-p=0.95, top-k=20, presence penalty=1.52025.1231.5