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All model benchmarks

Holds back, BFCL

BFCL v4 slice, one greedy pass

Only the BFCL requests that none of the offered tools can answer. A case counts when the model makes no call. A model that never calls anything scores full marks here, so read it beside Tool calls, BFCL.

Every model on this page was measured on NVIDIA GeForce RTX 4080 · Vulkan.

Holds back, BFCL

Holds back, BFCL Holds back, BFCL

Measured models

Model Right Interval Rank range Cases Family
Ministral 3 3B Instruct (Q4_K_M) 98.1% 94.4% to 100.0% #1–7 of 12 53 of 54 Ministral
Ministral 3 8B Instruct (Q4_K_M) 98.1% 94.4% to 100.0% #1–7 of 12 53 of 54 Ministral
Granite 4.2 3B Instruct (Q4_K_M) 96.3% 90.7% to 100.0% #1–8 of 12 52 of 54 Granite
Bonsai 8B (Q1_0 1-bit) 94.4% 87.0% to 100.0% #1–8 of 12 51 of 54 Bonsai
Bonsai 8B (Q2_0 2-bit) 92.6% 85.2% to 98.1% #1–8 of 12 50 of 54 Bonsai
Gemma 4 E2B Instruct QAT (UD-Q4_K_XL) 92.6% 85.2% to 98.1% #1–8 of 12 50 of 54 Gemma
Gemma 4 E4B Instruct (Q4_K_M) 92.6% 85.2% to 98.1% #1–8 of 12 50 of 54 Gemma
Qwen 3.5 4B (Q4_K_M) 88.9% 79.6% to 96.3% #3–8 of 12 48 of 54 Qwen
Granite 4.2 8B Instruct (Q4_K_M) 77.8% 66.7% to 88.9% #9–10 of 12 42 of 54 Granite
Ling 3.0 Tiny (Q4_K_M) 75.9% 64.8% to 87.0% #9–10 of 12 41 of 54 Ling
Llama 3.1 8B Instruct (Q4_K_M) 31.5% 20.4% to 44.4% #11–12 of 12 17 of 54 Llama
Llama 3.2 3B Instruct (Q4_K_M) 24.1% 13.0% to 35.2% #11–12 of 12 13 of 54 Llama

Model cards

No tool support: SmolLM2 1.7B Instruct (Q4_K_M).