model,display_name,cases,family_mean_accuracy,all_case_accuracy,errors
hosted_jev,Jev 1.13 · hosted TypeSafe,2800,0.7894444444444444,0.7760714285714285,0
expanded,Decision-4B (ours),2800,0.763888888888889,0.7914285714285715,0
djev,"Djev · NVFP4, one step",2800,0.7611111111111111,0.7571428571428571,0
baseline,Local Tev-style baseline · 4B,2800,0.6797222222222222,0.6903571428571429,0
decision_08b,Decision-0.8B (ours),2800,0.6261111111111111,0.6882142857142857,0
published_tev,Published Tev · 4B,2800,0.6183333333333333,0.6496428571428572,0
kev,Kev-4B · installed revision,2800,0.6122222222222222,0.6475,0
laya,Laya · English root,2800,0.5833333333333334,0.6425,0
flock,FLock this-that 1.1,2800,0.5627777777777778,0.6128571428571429,0
qwen,Original Qwen3.5-4B,2800,0.5186111111111111,0.5832142857142857,0
tev_08b,Published Tev · 0.8B,2800,0.5141666666666667,0.5553571428571429,0
qwen_08b,Original Qwen3.5-0.8B,2800,0.39805555555555555,0.43892857142857145,0