data/scoreboard.csv

rank,model,kind,score_ruleA,ci_low,ci_high,strict_B,lenient_C,answered_pct,median_output_tokens,size_GB,tied_with_1
1,JOA Small (fine-tuned ibm-granite/granite-4.2-3b),fine-tuned,93.3,92.2,94.4,80.6,84.0,100,117,,True
2,JOA Advance (fine-tuned ibm-granite/granite-3.3-8b-instruct),fine-tuned,92.7,91.6,93.9,80.1,83.9,100,123,,True
3,JOA Deep (fine-tuned Qwen/Qwen3.8-27B),fine-tuned,92.2,91.0,93.4,79.4,83.1,100,111,,False
4,Qwen/Qwen3.5-27B,stock,89.2,86.9,91.4,76.6,81.4,98,2946,56,False
5,Qwen/Qwen3-235B-A22B-Instruct-2507,stock,89.0,86.7,91.2,76.9,80.2,100,307,470,False
6,gguf-Qwen3.8-27B-UD-Q5_K_M,gguf-quantised,88.8,86.7,90.8,76.3,81.9,100,2388,,False
7,ornith-ai/Ornith-1.5-35B-A3B,stock,88.8,86.3,91.1,76.5,80.9,99,2000,72,False
8,gguf-Qwen3.5-27B-Q5_K_M,gguf-quantised,88.8,86.4,91.1,76.3,81.2,99,1558,,False
9,Qwen/Qwen3.8-27B,stock,88.7,86.5,90.8,76.1,81.9,100,2517,56,False
10,gguf-Qwen3.5-27B-Q5_K_M-kvq4,gguf-quantised,88.5,85.9,91.1,76.2,81.0,97,1842,,False
11,gguf-Ornith-1.5-35B-A3B-IQ3_XXS,gguf-quantised,88.4,86.1,90.7,76.3,80.4,99,2017,,False
12,Qwen/Qwen3-235B-A22B-Instruct-2507-FP8,stock,88.4,86.1,90.5,76.6,79.9,100,303,236,False
13,Qwen/QwQ-32B,stock,87.7,85.4,89.9,75.3,79.9,100,995,66,False
14,openai/gpt-oss-120b,stock,87.3,85.6,89.0,74.9,81.0,100,821,196,False
15,Qwen/Qwen3.5-122B-A10B,stock,87.0,84.4,89.6,74.8,80.0,97,3938,250,False
16,gguf-Qwen3.8-Flash-Next-UD-Q4_K_XL,gguf-quantised,86.7,84.3,88.9,74.5,80.4,100,1459,,False
17,Qwen/Qwen3.6-27B,stock,86.7,84.7,88.6,74.4,79.9,100,2603,56,False
18,Qwen/Qwen3-32B,stock,86.4,84.5,88.3,74.4,79.7,100,564,66,False
19,ibm-granite/granite-3.3-8b-instruct-FP8,stock,86.4,84.6,87.9,75.3,78.2,100,285,8,False
20,ibm-granite/granite-3.3-8b-instruct,stock,86.4,84.4,88.2,75.1,78.1,99,266,16,False
21,Qwen/Qwen3.8-Flash-Next,stock,86.3,83.9,88.4,74.0,80.2,100,1391,360,False
22,gguf-Qwen3.8-27B-UD-IQ3_XXS,gguf-quantised,86.1,83.6,88.3,73.8,80.2,99,1868,,False
23,openai/gpt-oss-20b,stock,86.0,83.6,88.0,73.8,78.9,100,845,41,False
24,gguf-Ornith-1.5-35B-A3B-Q4_K_M,gguf-quantised,85.9,82.6,88.8,74.0,78.6,97,1768,,False
25,gguf-granite-3.3-8b-Q4_K_M,gguf-quantised,85.6,83.6,87.3,74.7,77.6,99,253,,False
26,ByteDance-Seed/Seed-OSS-36B-Instruct,stock,85.4,83.1,87.6,73.3,79.2,100,1650,72,False
27,Qwen/Qwen3-Next-80B-A3B-Instruct-FP8,stock,85.3,82.6,87.8,73.7,77.8,100,296,82,False
28,Qwen/Qwen3-Next-80B-A3B-Instruct,stock,85.2,82.5,87.7,73.7,77.9,100,307,163,False
29,gguf-granite-3.3-8b-Q4_K_M-kvq8,gguf-quantised,85.2,83.4,86.9,74.5,77.1,99,243,,False
30,gguf-granite-3.3-8b-f16,gguf-quantised,85.1,83.0,87.1,73.9,77.0,98,270,,False
31,gguf-granite-3.3-8b-Q8_0,gguf-quantised,85.1,83.0,87.0,73.9,77.0,98,264,,False
32,openai/gpt-oss-safeguard-20b,stock,85.1,82.7,87.3,73.0,78.0,100,691,14,False
33,gguf-granite-3.3-8b-Q4_K_M-kvq4,gguf-quantised,84.2,82.6,85.8,73.8,76.7,99,258,,False
34,Qwen/QwQ-32B-Preview,stock,84.0,81.2,86.7,73.1,76.4,98,1351,66,False
35,Qwen/Qwen3.6-35B-A3B,stock,83.5,81.0,85.8,71.6,77.9,100,2684,72,False
36,ibm-granite/granite-4.2-8b,stock,83.4,80.6,85.8,71.7,77.0,98,4686,18,False
37,deepseek-ai/DeepSeek-R1-Distill-Qwen-14B,stock,83.2,81.3,85.2,71.6,76.4,100,573,30,False
38,deepseek-ai/DeepSeek-R1-Distill-Qwen-32B,stock,83.2,81.0,85.3,71.4,77.1,100,553,66,False
39,stepfun-ai/Step-3.5-Flash,stock,82.9,80.4,85.4,71.2,77.6,100,4459,399,False
40,Qwen/Qwen3-30B-A3B-Instruct-2507,stock,82.8,80.4,85.1,71.3,76.2,100,213,61,False
41,Qwen/Qwen3-30B-A3B-Instruct-2507-FP8,stock,82.6,80.1,84.9,71.1,76.0,100,227,31,False
42,ibm-granite/granite-4.2-30b,stock,82.3,79.5,84.8,70.6,76.7,100,6973,59,False
43,ibm-granite/granite-4.2-30b-fp8,stock,82.0,79.4,84.5,70.4,77.0,100,7373,30,False
44,ibm-granite/granite-4.2-30b-mxfp4,stock,81.9,79.4,84.2,70.3,76.9,100,6520,17,False
45,allenai/Olmo-3.1-32B-Instruct,stock,81.7,79.1,83.9,70.9,74.8,99,213,64,False
46,Qwen/Qwen3-14B,stock,81.5,79.0,83.8,70.0,75.6,100,868,30,False
47,Qwen/Qwen3-4B-Instruct-2507-FP8,stock,80.8,78.4,82.9,69.5,74.4,100,265,5,False
48,Qwen/Qwen3-4B-Instruct-2507,stock,80.4,77.8,82.8,69.1,74.3,100,257,8,False
49,moonshotai/Kimi-Linear-48B-A3B-Instruct,stock,80.3,77.8,82.4,69.2,74.3,100,170,98,False
50,Qwen/Qwen3-30B-A3B,stock,80.0,77.8,82.1,68.7,75.2,100,1013,61,False
51,ibm-granite/granite-4.1-30b,stock,79.0,76.7,81.3,67.8,74.5,100,224,58,False
52,ibm-granite/granite-3.3-2b-instruct,stock,78.9,75.8,81.7,69.6,72.0,94,287,5,False
53,zai-org/GLM-4.5-Air,stock,78.7,75.1,82.0,67.6,74.0,92,1583,221,False
54,Qwen/Qwen3-8B,stock,78.7,75.8,81.2,67.5,74.1,97,982,16,False
55,Qwen/Qwen3-8B-FP8,stock,78.4,75.5,81.0,67.3,73.9,95,1025,9,False
56,Qwen/Qwen3-4B,stock,77.8,74.9,80.5,67.2,72.4,96,838,8,False
57,Qwen/Qwen2.5-Coder-32B-Instruct,stock,77.7,73.6,81.6,67.1,71.9,100,197,66,False
58,zai-org/GLM-4-9B-0414,stock,77.2,75.3,79.0,66.6,72.0,100,230,19,False
59,openbmb/MiniCPM5-2B,stock,76.8,74.8,78.9,65.9,72.7,99,1762,5,False
60,Qwen/Qwen3-Coder-30B-A3B-Instruct-FP8,stock,76.8,73.9,79.6,65.8,71.8,100,219,31,False
61,Qwen/Qwen3-Coder-30B-A3B-Instruct,stock,76.1,73.1,78.8,65.3,71.5,100,228,61,False
62,deepseek-ai/DeepSeek-R1-0528-Qwen3-8B,stock,75.3,73.3,77.3,64.7,71.9,100,2851,16,False
63,zai-org/GLM-4.7-Flash,stock,74.2,70.0,78.5,63.7,70.1,87,2531,62,False
64,Qwen/Qwen2.5-7B-Instruct,stock,73.4,71.2,75.5,63.0,68.9,100,240,15,False
65,baidu/ERNIE-4.5-21B-A3B-Thinking,stock,70.8,68.3,73.3,60.8,67.5,100,3251,44,False
66,openbmb/MiniCPM5-2B-Midtrain,stock,70.3,67.1,73.5,60.7,65.3,99,1039,5,False
67,ibm-granite/granite-4.1-3b,stock,70.2,66.5,73.7,60.2,67.5,92,181,7,False
68,HuggingFaceTB/SmolLM3-3B,stock,69.4,65.8,72.7,59.7,66.5,92,206,6,False
69,gguf-Qwen3.5-27B-UD-IQ3_XXS,gguf-quantised,68.8,63.7,74.3,59.3,65.6,75,5012,,False
70,Qwen/Qwen3-1.7B,stock,67.8,65.2,70.4,58.7,64.2,98,849,4,False
71,ibm-granite/granite-4.2-3b,stock,64.5,59.7,69.0,55.4,61.3,80,4411,7,False
72,deepseek-ai/DeepSeek-R1-Distill-Qwen-7B,stock,63.8,61.1,66.6,55.1,61.1,99,743,15,False
73,Qwen/Qwen3.5-9B,stock,61.1,55.4,66.9,52.5,59.0,64,5653,19,False
74,openbmb/MiniCPM3-4B,stock,61.1,58.4,63.7,52.5,59.0,99,219,8,False
75,ibm-granite/granite-4.0-h-1b,stock,59.2,55.7,62.4,51.3,56.5,92,218,3,False
76,ibm-granite/granite-4.0-1b,stock,57.8,55.5,60.3,51.2,54.4,97,105,3,False
77,ibm-granite/granite-3.1-1b-a400m-instruct,stock,57.4,53.7,61.0,52.1,55.1,82,331,3,False
78,ibm-granite/granite-4.1-8b-fp8,stock,51.5,46.2,56.6,44.4,50.0,71,253,10,False
79,microsoft/Phi-4-mini-instruct,stock,50.4,47.2,53.5,43.2,50.1,95,239,8,False
80,ibm-granite/granite-4.1-8b,stock,46.5,40.8,51.5,40.1,45.5,64,261,18,False
81,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,stock,41.1,37.8,44.4,36.2,40.7,84,660,4,False
82,Qwen/Qwen3.5-4B,stock,38.5,32.8,44.5,33.2,38.7,47,24000,9,False
83,openbmb/MiniCPM5-1B,stock,23.9,20.0,28.3,20.7,24.5,45,24000,2,False
84,ibm-granite/granite-3.0-1b-a400m-instruct,stock,16.3,13.0,19.8,15.6,18.5,44,180,3,False