model_id,model,parameters_approx,parameter_label,cases,call_cases,exact_right_tool_correct,exact_right_tool_accuracy_pct,tool_selection_correct,tool_selection_accuracy_pct,mean_wall_latency_ms,median_wall_latency_ms,p95_wall_latency_ms,mean_correct_route_probability_pct,cases_sha256,log_sha256 laya,Laya typed-decisions,421000000,~421M,250,200,186,93.0,224,89.6,21.514,17.095,30.627,61.102,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,43456c367f43011e4ae44e097f1bedfaa9429fe8995be217ed7b14b9ac7172f6 kev,Kev-0.8B,800000000,~0.8B,250,200,180,90.0,230,92.0,58.006,57.34,61.571,59.172,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,df135d119bfd96791629781efea7155d4f4beb693049ac60043c90832270f574 nimble,Bespoke Nimble 9B,9000000000,~9B,250,200,200,100.0,249,99.6,57.79,47.635,67.61,98.189,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,692a72531211411a6b16828f11949e375f5c002cb59dfae6f3382ccef6673a40 semif,SemIf / frozen Qwen3.5-4B,4000000000,~4B,250,200,196,98.0,244,97.6,57.293,50.285,61.261,91.936,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,c784c41891555438090759812b118497fe7066e4b504a9c32b0f6cc28cb3628d rizzo,Rizzo Flow 4B Q8_0,4000000000,~4B,250,200,195,97.5,241,96.4,41.846,40.37,52.498,92.564,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,6953911319d21bc4bab23acf1cd0c72956e0da8a72bda9fc2b8ee11e56e2ca6e von,"Von 1.3, chains off",395000000,~395M,250,200,53,26.5,103,41.2,13.025,12.91,13.832,38.796,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,f14a8ca1e705016b9e2ace67b2409e7d29b7280ec226cf545485e4d234ba9ceb nanojev,NanoJev unified-games-v1,600000000,~0.6B,250,200,7,3.5,56,22.4,28.839,25.88,34.669,30.311,2f7b2ad2d3f0d2610ce303fb3c10e7bdd00d03e4e2f9a7a826bf93293ebcb2e8,b65486319b5b18e2d9e87d8bd24698211569439ab8058321c24af6265d574295