# Model Curated agreement Curated recall Exact-IRI grounding Action margin Panel agreement P(rank 1) Expected rank TOPSIS Selected 1 BrainForge/Devstral-2-123B-Instruct-2512-NVFP4 0.242 0.517 0.090 0.723 0.985 0.194 5.15 0.614 yes 2 nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-NVFP4 0.367 0.497 0.148 0.500 0.977 0.461 6.83 0.988 yes 3 rdtand/Gemma4-31B-IT-PrismaQuant-6bit-vllm 0.262 0.503 0.025 0.731 0.977 0.042 14.30 0.210 yes 4 rdtand/Qwen3.6-27B-PrismaAURA-5.5bit-vllm 0.296 0.455 0.099 0.508 0.992 0.010 15.47 0.671 5 google/gemma-4-26B-A4B-it 0.225 0.490 0.022 0.788 0.982 0.090 15.85 0.189 yes 6 nvidia/Mistral-Medium-3.5-128B-NVFP4 0.301 0.497 0.092 0.500 0.957 0.010 15.96 0.628 7 poolside/Laguna-S-2.1-NVFP4 0.265 0.483 0.042 0.672 0.948 0.006 16.51 0.304 yes 8 Qwen/Qwen3.6-27B 0.313 0.421 0.082 0.534 0.995 0.006 16.92 0.562 yes 9 Qwen/Qwen3.6-35B-A3B 0.313 0.455 0.071 0.532 0.996 0.006 16.93 0.491 10 ibm-granite/granite-4.0-h-small-FP8 0.230 0.448 0.057 0.665 0.984 0.003 17.46 0.393 yes 11 rdtand/Gemma4-31B-IT-PrismaQuant-5.5bit-vllm 0.280 0.524 0.011 0.691 0.980 0.032 17.48 0.152 yes 12 mistralai/Mistral-Small-4-119B-2603-NVFP4 0.195 0.552 0.059 0.639 0.937 0.008 18.15 0.407 13 google/gemma-4-31B-it 0.277 0.524 0.015 0.674 0.970 0.018 18.49 0.165 14 Qwen/Qwen3.5-35B-A3B 0.312 0.469 0.073 0.500 0.983 0.003 19.06 0.507 15 nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 0.215 0.503 0.094 0.534 0.968 0.004 19.35 0.638 16 radm/Athene-V2-Chat-AWQ 0.200 0.524 0.060 0.604 0.966 0.003 20.33 0.419 yes 17 ibm-granite/granite-4.0-h-small 0.231 0.483 0.043 0.624 0.966 0.001 22.60 0.309 18 ibm-granite/granite-4.1-30b 0.248 0.448 0.030 0.673 0.958 0.002 22.93 0.234 19 nvidia/NVIDIA-Nemotron-Labs-3-Puzzle-75B-A9B-NVFP4 0.309 0.462 0.055 0.500 0.987 0.002 24.14 0.391 20 inclusionAI/Ling-2.6-flash-int4 0.159 0.510 0.051 0.660 0.932 0.002 25.11 0.359 21 nvidia/Qwen3.5-122B-A10B-NVFP4 0.226 0.497 0.075 0.500 0.988 0.001 25.27 0.515 22 meta-models/Muse-Glimmer-30B-xhigh 0.281 0.159 0.110 0.630 0.966 0.034 25.41 0.735 23 rdtand/Hy3-295B-A21B-prismaquant-cb-2.9bit-vllm 0.312 0.365 0.076 0.500 0.984 0.002 26.02 0.525 24 rdtand/Qwen3.5-122B-A10B-PrismaQuant-4.75bit-vllm 0.225 0.552 0.062 0.500 0.961 0.004 26.14 0.431 25 openai/gpt-oss-120b 0.237 0.455 0.079 0.500 0.973 0.000 26.87 0.540 26 google/gemma-4-12B-it 0.177 0.455 0.016 0.780 0.913 0.022 27.64 0.150 27 kkuspa/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP-NVFP4A16 0.266 0.428 0.073 0.500 0.968 0.000 27.78 0.501 28 rdtand/Qwen3.6-35B-A3B-PrismaQuant-4.75bit-vllm 0.255 0.462 0.057 0.511 0.986 0.000 28.37 0.398 29 deepreinforce-ai/Ornith-1.0-35B 0.236 0.503 0.055 0.501 0.988 0.001 28.79 0.385 30 rdtand/Qwen3.6-27B-PrismaQuant-Heretic-5.25bit-vllm 0.288 0.365 0.065 0.505 0.980 0.000 31.06 0.450 31 Qwen/Qwen3-30B-A3B-Thinking-2507 0.339 0.290 0.048 0.539 0.978 0.005 32.23 0.345 32 rdtand/Qwen3.6-27B-PrismaSCOUT-Blackwell-NVFP4-BF16-vllm 0.261 0.407 0.049 0.537 0.976 0.000 32.35 0.344 33 poolside/Laguna-XS.2 0.214 0.552 0.013 0.587 0.960 0.002 32.42 0.152 34 inclusionAI/Ling-3.0-flash-int4 0.213 0.531 0.047 0.500 0.977 0.001 32.57 0.335 35 RedHatAI/Qwen2.5-72B-Instruct-FP8-dynamic 0.164 0.490 0.042 0.608 0.948 0.000 33.36 0.295 36 Hcompany/Holo-3.1-35B-A3B 0.186 0.503 0.038 0.571 0.921 0.000 36.25 0.277 37 google/gemma-3-27b-it 0.168 0.421 0.011 0.710 0.946 0.001 36.47 0.123 yes 38 nex-agi/Nex-N2-mini 0.210 0.510 0.045 0.500 0.952 0.000 36.66 0.323 39 nvidia/Qwen3-Next-80B-A3B-Thinking-NVFP4 0.207 0.434 0.062 0.500 0.976 0.000 36.71 0.429 40 rdtand/Qwen3.6-27B-PrismaQuant-5.5bit-vllm 0.270 0.393 0.043 0.500 0.983 0.000 37.65 0.307 41 Kwaipilot/KAT-Coder-V2.5-Dev 0.209 0.517 0.039 0.500 0.959 0.001 37.78 0.285 42 nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16 0.368 0.338 0.015 0.500 0.993 0.010 37.97 0.171 43 deepseek-v4-flash-dspark-logprob 0.290 0.365 0.038 0.500 0.960 0.000 39.71 0.281 44 mistralai/Mistral-Nemo-Instruct-2407 0.212 0.352 0.029 0.625 0.943 0.000 39.88 0.218 45 nvidia/Llama-4-Scout-17B-16E-Instruct-NVFP4 0.188 0.379 0.027 0.647 0.889 0.000 41.51 0.206 46 nvidia/Nemotron-Cascade-2-30B-A3B 0.333 0.097 0.071 0.500 0.978 0.010 41.59 0.487 47 openai/gpt-oss-20b 0.193 0.400 0.060 0.500 0.969 0.000 41.75 0.411 48 google/diffusiongemma-26B-A4B-it 0.221 0.497 0.009 0.534 0.974 0.000 42.06 0.133 49 google/gemma-3-12b-it 0.116 0.365 0.000 0.763 0.874 0.002 44.95 0.080 50 nvidia/Llama-3.1-Nemotron-70B-Instruct-HF 0.131 0.241 0.079 0.637 0.773 0.000 46.57 0.528 51 google/gemma-3-4b-it 0.170 0.386 0.006 0.699 0.783 0.000 46.84 0.102 52 deepreinforce-ai/Ornith-1.0-9B 0.168 0.462 0.025 0.541 0.947 0.000 46.88 0.196 53 deepseek-ai/DeepSeek-R1-Distill-Qwen-32B 0.192 0.476 0.025 0.500 0.943 0.000 47.34 0.200 54 nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 0.242 0.421 0.016 0.500 0.963 0.000 47.38 0.156 55 rdtand/Mistral-Medium-3.5-128B-PrismaQuant-4.75-vllm 0.250 0.076 0.045 0.590 0.977 0.000 47.59 0.316 56 google/medgemma-27b-text-it 0.136 0.393 0.012 0.645 0.931 0.000 47.69 0.119 57 Shifusen/Mistral-Large-Instruct-2411-NVFP4 0.152 0.331 0.044 0.582 0.915 0.000 48.54 0.307 58 nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16 0.236 0.414 0.008 0.511 0.927 0.000 50.77 0.123 59 allenai/Olmo-3.1-32B-Instruct 0.130 0.317 0.023 0.658 0.868 0.000 50.91 0.169 60 arcee-ai/Trinity-Mini 0.269 0.172 0.032 0.546 0.905 0.000 51.89 0.237 61 nvidia/NVIDIA-Nemotron-Nano-9B-v2 0.142 0.290 0.024 0.595 0.944 0.000 53.96 0.175 62 zai-org/GLM-4.7-Flash 0.151 0.379 0.030 0.500 0.916 0.000 55.94 0.221 63 google/gemma-4-E2B-it 0.093 0.269 0.005 0.700 0.772 0.000 57.56 0.071 64 google/gemma-4-E4B-it 0.098 0.262 0.003 0.661 0.835 0.000 59.18 0.066 65 RedHatAI/Qwen2.5-Math-72B-Instruct-FP8-dynamic 0.205 0.262 0.027 0.500 0.832 0.000 59.83 0.200 66 arcee-ai/Trinity-Nano-Preview 0.105 0.324 0.025 0.500 0.777 0.000 64.03 0.179 67 LiquidAI/LFM2.5-8B-A1B 0.155 0.310 0.000 0.500 0.840 0.000 64.26 0.080 68 utter-project/EuroLLM-22B-Instruct-2512 0.091 0.331 0.004 0.500 0.806 0.000 66.14 0.076 69 rdtand/MiniMax-M2.7-PrismaQuant-3.20bit-vllm 0.126 0.324 0.005 0.500 0.642 0.000 66.76 0.083 70 rdtand/LFM2.5-8B-A1B-PrismaQuant-6.5bit-vllm 0.112 0.159 0.005 0.534 0.547 0.000 69.01 0.061 71 google/gemma-3-1b-it 0.040 0.048 0.000 0.500 0.360 0.000 70.94 0.020 72 sahilchachra/Leanstral-1.5-119B-A6B-NVFP4 0.000 0.000 0.000 0.534 0.000 0.000 71.73 0.001