To identify the performance of Large Language Models to solve problems with domain-specific knowledge (here: programming) we created a benchmark using the Project Euler series of challenging mathematical/computer programming problems. Because we want to apply LLMs for coding with specific programming languages, we also want to measure how good a LLM is at coding with that given programming language.
AI systems have achieved domain-specific super-human performance. In 1997, IBM’s “Deep Blue” defeated world chess champion Garry Kasparov, marking the first time a machine outperformed the best human player. Since then, AI has surpassed human ability in many games, including Go, where AlphaGo triumphed in 2016.
While Deep Blue was “super-human” because it exceeded the best human, our goal is to define super-human performance relative to the average human score in the Project Euler test. This allows us to express an AI’s performance as a multiplier of human ability.
With the Project Euler LLM Benchmark, we aim to quantify how strongly LLMs demonstrate super-human capabilities in the domain of programming. See the Motivation chapter below for details on our measurement approach.
The computed Benchmark ("PE-Bench-Python-200", "PE-Bench-Java-200", "PE-Bench-Rust-200", "PE-Bench-Clojure-200") is the super-human performance factor to code in Python/Java/Rust/Clojure. The "Economic Score" is the average performance per bytes of model size (times 100). Results are:
| Model | Best Model for Size (GB) |
PE-200- Score |
Mem- Score |
Size *10^9 Params |
Bits | Context Length (K) |
Python | Java | Rust | Clojure |
|---|---|---|---|---|---|---|---|---|---|---|
| openrouter/qwen3.6-plus:free-no_think | 794 | 78.66 | 10 | 397.0 | 16 | 1024 | 83.93 | 88.63 | 75.56 | 33.89 |
| gemma4:31b-it-q8_0-no_think | 33.77 | 59.30 | 176 | 30.7 | 8 | 256 | 71.92 | 63.29 | 51.47 | 12.46 |
| gemma4:31b-it-q4_K_M-no_think | 23.02 | 58.70 | 255 | 30.7 | 4 | 256 | 64.0 | 65.1 | 62.3 | 11.08 |
| gemma4:31b-mxfp8-no_think | 58.45 | 173 | 30.7 | 8 | 256 | 68.0 | 64.77 | 55.03 | 8.09 | |
| gemma4:31b-nvfp4-no_think | 23.02 | 55.45 | 241 | 30.7 | 4 | 256 | 62.19 | 65.01 | 51.65 | 7.4 |
| gemma4:26b-a4b-it-q8_0-no_think | 55.03 | 199 | 25.2 | 8 | 256 | 62.19 | 56.38 | 62.99 | 6.42 | |
| qwen3.5:27b-nvfp4-no_think | 20.25 | 53.75 | 265 | 27.0 | 4 | 256 | 66.05 | 61.25 | 42.64 | 4.29 |
| gemma4:26b-mxfp8-no_think | 51.11 | 184 | 25.2 | 8 | 256 | 57.19 | 58.67 | 51.61 | 3.13 | |
| qwen3.5:122b-a10b-q4_K_M-no_think | 49.13 | 54 | 122.0 | 4 | 256 | 56.16 | 49.91 | 52.0 | 12.89 | |
| gemma4:26b-a4b-it-q4_K_M-no_think | 18.90 | 48.94 | 259 | 25.2 | 4 | 256 | 56.28 | 50.4 | 52.99 | 7.05 |
| qwen3.6:27b-q8_0-no_think | 48.66 | 164 | 27.0 | 8 | 256 | 52.58 | 56.67 | 45.94 | 14.41 | |
| qwen3.5:35b-a3b-mxfp8-no_think | 48.64 | 126 | 35.0 | 8 | 256 | 60.31 | 51.69 | 42.46 | 5.17 | |
| qwen3.6:35b-a3b-coding-mxfp8-no_think | 46.75 | 121 | 35.0 | 8 | 256 | 54.97 | 50.45 | 44.75 | 6.75 | |
| qwen3.5:35b-a3b-q4_K_M-no_think | 46.64 | 178 | 35.0 | 4 | 256 | 68.4 | 39.13 | 33.71 | 8.01 | |
| qwen3.6:35b-a3b-mxfp8-no_think | 45.76 | 119 | 35.0 | 8 | 256 | 55.47 | 52.89 | 33.7 | 9.65 | |
| qwen3.6:35b-a3b-nvfp4-no_think | 45.66 | 174 | 35.0 | 4 | 256 | 52.06 | 57.27 | 34.35 | 7.9 | |
| qwen3.5:35b-a3b-coding-mxfp8-no_think | 45.57 | 118 | 35.0 | 8 | 256 | 55.85 | 50.17 | 39.47 | 2.83 | |
| qwen3-coder-next:Q4_K_M | 44.95 | 75 | 79.7 | 4 | 256 | 54.49 | 42.84 | 47.33 | 8.38 | |
| qwen3.5:35b-a3b-q8_0-no_think | 44.57 | 116 | 35.0 | 8 | 256 | 48.73 | 55.77 | 37.59 | 8.33 | |
| frob/qwen3.5-instruct:35b | 44.53 | 170 | 35.0 | 4 | 256 | 55.6 | 48.26 | 35.49 | 7.17 | |
| qwen3.6:35b-a3b-q8_0-no_think | 43.14 | 112 | 35.0 | 8 | 256 | 48.59 | 48.94 | 39.76 | 10.75 | |
| frob/qwen3.5-instruct:122b | 43.13 | 47 | 122.0 | 4 | 256 | 47.61 | 49.93 | 40.42 | 10.24 | |
| qwen3.6:35b-a3b-coding-nvfp4-no_think | 42.87 | 163 | 35.0 | 4 | 256 | 55.2 | 45.44 | 31.44 | 8.67 | |
| qwen3-next:80b-a3b-instruct-q4_K_M | 42.71 | 71 | 79.7 | 4 | 256 | 48.41 | 50.71 | 32.66 | 16.0 | |
| qwen3.6:35b-a3b-q4_K_M-no_think | 42.44 | 162 | 35.0 | 4 | 256 | 50.82 | 48.45 | 30.57 | 14.62 | |
| qwen3.5:35b-a3b-coding-nvfp4-no_think | 42.28 | 161 | 35 | 4 | 256 | 58.53 | 39.28 | 33.06 | 4.72 | |
| qwen3.5:27b-q4_K_M-no_think | 41.98 | 207 | 27.0 | 4 | 256 | 45.09 | 55.69 | 32.6 | 7.21 | |
| qwen3.5:35b-a3b-nvfp4-no_think | 41.71 | 159 | 35 | 4 | 256 | 48.34 | 49.56 | 33.42 | 8.22 | |
| gemma4:26b-nvfp4-no_think | 41.30 | 149 | 25.2 | 8 | 256 | 43.5 | 51.38 | 39.34 | 6.18 | |
| qwen3.5:27b-mxfp8-no_think | 40.01 | 135 | 27.0 | 8 | 256 | 46.06 | 45.84 | 38.21 | 1.89 | |
| qwen3.6:27b-q4_K_M-no_think | 38.94 | 192 | 27.0 | 4 | 256 | 39.23 | 44.53 | 42.88 | 13.14 | |
| nemotron-3-super:120b-a12b-q4_K_M-no_think | 38.78 | 43 | 120 | 4 | 1000 | 46.35 | 46.37 | 28.73 | 5.82 | |
| qwen3-vl:235b-a22b-instruct-q4_K_M | 37.08 | 21 | 235.7 | 4 | 256 | 36.44 | 47.94 | 34.77 | 11.66 | |
| frob/qwen3.5-instruct:27b | 36.63 | 181 | 27.0 | 4 | 256 | 48.5 | 38.95 | 26.39 | 2.69 | |
| qwen3:235b-a22b-instruct-2507-q4_K_M | 36.33 | 21 | 235.1 | 4 | 256 | 43.09 | 41.18 | 28.46 | 10.53 | |
| qwen3.5:27b-q8_0-no_think | 35.77 | 120 | 27.0 | 8 | 256 | 40.4 | 40.97 | 35.03 | 3.14 | |
| hf.co/inclusionAI/Ling-flash-2.0-GGUF:Q4_K_M | 33.29 | 43 | 103 | 4 | 128 | 42.38 | 34.36 | 23.3 | 13.74 | |
| gemma4:e4b-it-q8_0-no_think | 8.80 | 32.26 | 367 | 8.0 | 8 | 256 | 33.67 | 37.05 | 38.07 | 0.66 |
| qwen3.6:27b-nvfp4-no_think | 29.49 | 146 | 27.0 | 4 | 256 | 27.55 | 40.01 | 29.17 | 6.32 | |
| hf.co/mradermacher/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-i1-GGUF:Q4_K_M-no_think | 27.86 | 133 | 28 | 4 | 256 | 28.18 | 32.16 | 30.87 | 7.68 | |
| qwen3.5:9b-mxfp8-no_think | 25.90 | 262 | 9.0 | 8 | 256 | 30.42 | 30.57 | 21.49 | 2.63 | |
| gemma4:e4b-it-q4_K_M-no_think | 6.00 | 25.84 | 431 | 8.0 | 4 | 256 | 28.2 | 35.65 | 18.99 | 0.65 |
| frob/qwen3.5-instruct:9b | 21.12 | 313 | 9 | 4 | 256 | 32.51 | 17.72 | 13.29 | 1.45 | |
| qwen3-vl:32b-instruct-q4_K_M | 20.56 | 82 | 33.4 | 4 | 256 | 27.78 | 21.15 | 13.91 | 3.19 | |
| hf.co/cturan/IQuest-Coder-V1-40B-Instruct-GGUF:Q4_K_M | 20.09 | 67 | 39.8 | 4 | 128 | 26.12 | 19.65 | 17.81 | 1.83 | |
| hf.co/mradermacher/Ling-mini-2.0-GGUF:Q4_K_M | 20.00 | 167 | 16 | 4 | 128 | 26.89 | 19.74 | 15.66 | 1.91 | |
| gemma4:e4b-nvfp4-no_think | 6.00 | 19.67 | 328 | 8.0 | 4 | 256 | 19.7 | 27.1 | 17.96 | 0.72 |
| hf.co/mradermacher/Ling-mini-2.0-i1-GGUF:Q4_K_M | 19.36 | 161 | 16 | 4 | 128 | 29.58 | 20.74 | 6.35 | 0.39 | |
| gemma4:e4b-mxfp8-no_think | 18.95 | 215 | 8.0 | 8 | 256 | 23.16 | 20.54 | 17.31 | 0.64 | |
| hf.co/mradermacher/OmniCoder-9B-i1-GGUF:Q4_K_M | 18.90 | 280 | 9 | 4 | 256 | 25.28 | 21.23 | 11.73 | 0.71 | |
| qwen3.5:9b-q4_K_M-no_think | 18.37 | 272 | 9.0 | 4 | 256 | 25.67 | 19.64 | 10.59 | 0.89 | |
| qwen3-vl:30b-a3b-instruct-q8_0 | 17.61 | 51 | 31.1 | 8 | 256 | 18.64 | 20.51 | 18.53 | 2.98 | |
| qwen3-vl:30b-a3b-instruct-q4_K_M | 17.33 | 74 | 31.1 | 4 | 128 | 18.95 | 21.38 | 16.01 | 1.38 | |
| qwen3:30b-a3b-instruct-2507-q4_K_M | 17.31 | 76 | 30.5 | 4 | 256 | 16.93 | 23.76 | 16.1 | 1.89 | |
| gemma4:e2b-it-q8_0-no_think | 5.61 | 16.55 | 295 | 5.1 | 8 | 256 | 18.76 | 19.68 | 15.36 | 0.67 |
| hf.co/mradermacher/SERA-32B-GGUF:Q4_K_M | 16.32 | 68 | 32.0 | 4 | 32 | 18.68 | 21.48 | 11.48 | 1.09 | |
| qwen/qwen3-vl-30b | 15.45 | 66 | 31.1 | 4 | 128 | 18.98 | 19.02 | 9.83 | 1.88 | |
| qwen3-coder:30b-a3b-q4_K_M | 15.18 | 66 | 30.5 | 4 | 256 | 19.51 | 13.41 | 14.03 | 5.46 | |
| hf.co/mradermacher/Huihui-Qwen3-Coder-30B-A3B-Instruct-abliterated-GGUF:Q4_K_M | 14.97 | 65 | 30.5 | 4 | 160 | 17.56 | 18.06 | 10.43 | 4.4 | |
| qwen3.5:9b-nvfp4-no_think | 14.88 | 220 | 9.0 | 4 | 256 | 12.42 | 26.32 | 9.44 | 1.27 | |
| hf.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-1M-GGUF:Q4_K_M | 14.18 | 62 | 30.5 | 4 | 256 | 14.02 | 17.25 | 12.92 | 8.11 | |
| gemma4:e2b-mxfp8-no_think | 5.61 | 13.08 | 233 | 5.1 | 8 | 256 | 13.32 | 17.86 | 11.75 | 0.48 |
| qwen3:30b-a3b-q4_K_M-no_think | 13.00 | 57 | 30.5 | 4 | 40 | 14.5 | 15.85 | 10.06 | 4.36 | |
| qwen2.5vl:32b-q4_K_M | 12.51 | 50 | 33.5 | 4 | 128 | 15.56 | 11.71 | 13.44 | 0.82 | |
| hf.co/mradermacher/Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-i1-GGUF:Q4_K_M-no_think | 12.42 | 46 | 36 | 4 | 256 | 14.22 | 13.16 | 13.15 | 1.57 | |
| devstral-2:123b-instruct-2512-q4_K_M | 11.84 | 13 | 125.0 | 4 | 256 | 13.9 | 13.36 | 9.61 | 3.49 | |
| olmo-3.1:32b-instruct-q4_K_M | 10.25 | 42 | 32.2 | 4 | 128 | 17.37 | 6.19 | 6.68 | 1.11 | |
| qwen3.5:4b-mxfp8-no_think | 4.40 | 9.56 | 217 | 4 | 8 | 256 | 14.85 | 8.26 | 5.26 | 0.86 |
| qwen2.5-coder:32b-instruct-q4_K_M | 9.28 | 38 | 32.8 | 4 | 32 | 11.6 | 11.5 | 4.69 | 2.53 | |
| qwen2.5vl:72b-q4_K_M | 9.03 | 16 | 73.4 | 4 | 128 | 10.11 | 10.98 | 7.64 | 1.67 | |
| hf.co/bartowski/Athene-V2-Agent-GGUF:Q4_K_M | 8.72 | 16 | 72.7 | 4 | 128 | 11.13 | 10.62 | 5.03 | 0.77 | |
| hf.co/bartowski/internlm_JanusCoder-14B-GGUF:Q4_K_M | 8.64 | 78 | 14.8 | 4 | 40 | 11.89 | 6.45 | 9.47 | 0.58 | |
| nemotron-3-nano:30b-a3b-q4_K_M-no_think | 8.60 | 38 | 30.0 | 4 | 256 | 11.05 | 10.86 | 4.23 | 0.71 | |
| ministral-3:14b-instruct-2512-q4_K_M | 8.55 | 82 | 13.9 | 4 | 256 | 11.11 | 8.43 | 7.35 | 1.09 | |
| frob/qwen3.5-instruct:4b | 3.00 | 8.52 | 284 | 4 | 4 | 256 | 11.23 | 6.84 | 9.14 | 1.52 |
| qwen2.5:72b-instruct-q4_K_M | 8.47 | 16 | 72.7 | 4 | 128 | 11.5 | 8.83 | 5.27 | 1.69 | |
| qwen3.5:4b-q4_K_M-no_think | 3.00 | 8.25 | 275 | 4 | 4 | 256 | 10.54 | 9.12 | 6.11 | 0.76 |
| hf.co/janhq/Jan-v3-4B-base-instruct-gguf:Q4_K_M | 3.00 | 8.19 | 273 | 4 | 4 | 256 | 13.51 | 5.06 | 6.05 | 0.56 |
| gemma4:e2b-it-q4_K_M-no_think | 8.00 | 209 | 5.1 | 4 | 256 | 9.08 | 7.99 | 9.0 | 1.72 | |
| hf.co/vanta-research/apollo-astralis-8b:Q4_K_M | 8.00 | 130 | 8.19 | 4 | 32 | 8.36 | 12.08 | 4.45 | 1.38 | |
| hf.co/tiiuae/Falcon-H1-34B-Instruct-GGUF:Q4_K_M | 7.89 | 31 | 33.6 | 4 | 256 | 7.87 | 9.73 | 8.81 | 0.57 | |
| qwen3:4b-instruct-2507-q4_K_M | 3.00 | 7.70 | 257 | 4.0 | 4 | 256 | 10.14 | 6.54 | 7.88 | 1.1 |
| qwen3-vl:8b-instruct-q4_K_M | 7.38 | 112 | 8.8 | 4 | 256 | 8.39 | 7.02 | 9.34 | 0.46 | |
| qwen3:14b-q4_K_M-no_think | 7.31 | 66 | 14.8 | 4 | 40 | 8.19 | 10.15 | 4.16 | 1.6 | |
| devstral-small-2:24b-instruct-2512-q4_K_M | 7.06 | 39 | 24.0 | 4 | 128 | 9.87 | 7.26 | 3.88 | 1.55 | |
| qwen3-vl:4b-instruct-q4_K_M | 7.04 | 213 | 4.4 | 4 | 256 | 10.08 | 6.6 | 4.88 | 0.52 | |
| qwen3-vl-8b-instruct-mlx | 7.00 | 106 | 8.8 | 4 | 256 | 8.23 | 9.48 | 4.07 | 0.54 | |
| phi4:14b-q4_K_M | 6.89 | 62 | 14.7 | 4 | 16 | 8.92 | 8.42 | 3.49 | 0.98 | |
| qwen2.5:32b-instruct-q4_K_M | 6.88 | 28 | 32.8 | 4 | 32 | 9.74 | 6.08 | 5.6 | 0.35 | |
| bartowski/FutureMa_Eva-4B-GGUF:Q4_K_M | 3.00 | 6.72 | 224 | 4 | 4 | 256 | 10.86 | 5.05 | 3.98 | 0.69 |
| granite4:small-h | 6.61 | 27 | 32.2 | 4 | 131 | 8.34 | 7.04 | 5.54 | 0.54 | |
| gemma4:e2b-nvfp4-no_think | 6.49 | 170 | 5.1 | 4 | 256 | 10.85 | 4.73 | 3.41 | 0.51 | |
| hf.co/mradermacher/Qwen2.5-VL-32B-Instruct-abliterated-GGUF:Q4_K_M | 6.08 | 25 | 32.8 | 4 | 32 | 7.6 | 6.33 | 5.52 | 0.32 | |
| qwen2.5-coder:14b-instruct-q4_K_M | 6.01 | 54 | 14.8 | 4 | 128 | 6.35 | 8.46 | 4.08 | 1.15 | |
| hf.co/bartowski/NousResearch_Hermes-4.3-36B-GGUF:Q4_K_M | 5.94 | 22 | 36.2 | 4 | 128 | 8.48 | 5.36 | 4.15 | 1.07 | |
| qwen3:8b-q4_K_M-no_think | 5.70 | 93 | 8.2 | 4 | 128 | 5.34 | 8.65 | 4.2 | 1.26 | |
| hf.co/speakleash/Bielik-11B-v3.0-Instruct-GGUF:Q4_K_M | 5.64 | 67 | 11.2 | 4 | 128 | 8.57 | 4.95 | 3.5 | 0.25 | |
| nemotron-cascade-2:30b-a3b-q4_K_M-no_think | 5.57 | 25 | 30.0 | 4 | 256 | 7.28 | 6.33 | 3.53 | 0.5 | |
| ministral-3:8b-instruct-2512-q4_K_M | 5.10 | 76 | 8.9 | 4 | 256 | 5.67 | 6.97 | 3.43 | 0.58 | |
| hf.co/LGAI-EXAONE/EXAONE-4.0-32B-GGUF:Q4_K_M | 5.10 | 21 | 32.0 | 4 | 8.54 | 4.39 | 1.57 | 0.5 | ||
| llama3.2-vision:90b-instruct-q4_K_M | 5.03 | 8 | 87.7 | 4 | 128 | 6.71 | 4.34 | 4.43 | 1.61 | |
| rnj-1:8b-instruct-q4_K_M | 4.89 | 79 | 8.3 | 4 | 256 | 6.87 | 4.87 | 2.94 | 0.96 | |
| llama3.3:70b-instruct-q4_K_M | 4.83 | 9 | 70.6 | 4 | 128 | 5.26 | 5.04 | 5.19 | 1.8 | |
| yi-coder:9b-chat-q4_K_M | 4.82 | 73 | 8.8 | 4 | 128 | 7.2 | 5.39 | 1.51 | 0.22 | |
| gemma3:27b | 4.81 | 23 | 27.4 | 4 | 128 | 6.11 | 4.74 | 4.54 | 0.36 | |
| hf.co/bartowski/internlm_JanusCoder-8B-GGUF:Q4_K_M | 4.67 | 76 | 8.19 | 4 | 5.97 | 6.7 | 1.07 | 0.58 | ||
| hf.co/mradermacher/AesCoder-4B-GGUF:Q4_K_M | 4.58 | 139 | 4.41 | 4 | 6.93 | 3.39 | 3.79 | 0.38 | ||
| hf.co/mradermacher/Josiefied-Qwen3-4B-Instruct-2507-abliterated-v1-GGUF:Q4_K_M | 4.41 | 146 | 4.02 | 4 | 5.97 | 4.24 | 3.42 | 0.66 | ||
| hf.co/mradermacher/Ling-lite-1.5-GGUF:Q4_K_M | 4.32 | 34 | 16.8 | 4 | 4.99 | 5.13 | 3.71 | 0.44 | ||
| hf.co/arcee-ai/Trinity-Mini-GGUF:Q4_K_M | 4.21 | 22 | 26.1 | 4 | 128 | 4.33 | 3.4 | 5.56 | 3.46 | |
| qwen3-vl-4b-instruct-mlx | 4.19 | 70 | 8.0 | 4 | 256 | 7.64 | 1.83 | 2.71 | 0.39 | |
| hf.co/bartowski/google_medgemma-27b-it-GGUF:Q4_K_M | 4.14 | 20 | 27.0 | 4 | 8 | 6.03 | 4.08 | 2.46 | 0.11 | |
| hf.co/tiiuae/Falcon-H1-7B-Instruct-GGUF:Q4_K_M | 4.08 | 72 | 7.59 | 4 | 6.23 | 3.45 | 2.55 | 0.4 | ||
| hf.co/mradermacher/medgemma-27b-text-it-GGUF:Q4_K_M | 4.00 | 20 | 27.0 | 4 | 4.96 | 4.12 | 3.67 | 0.47 | ||
| hf.co/bartowski/mistralai_Mistral-Small-3.2-24B-Instruct-2506-GGUF:Q4_K_M | 3.98 | 23 | 23.6 | 4 | 128 | 4.39 | 4.76 | 3.46 | 1.08 | |
| hf.co/mradermacher/Olmo-3-32B-Think-GGUF:Q4_K_M | 3.96 | 16 | 32.0 | 4 | 128 | 3.99 | 4.84 | 3.78 | 1.56 | |
| hf.co/mradermacher/Qwen3-4b-tcomanr-merge-v2.5-GGUF:Q4_K_M | 3.92 | 130 | 4.02 | 4 | 32 | 4.27 | 3.91 | 3.84 | 2.72 | |
| qwen2.5:14b-instruct-q4_K_M | 3.86 | 35 | 14.8 | 4 | 32 | 4.34 | 5.73 | 1.81 | 0.41 | |
| hf.co/mistralai/Devstral-Small-2507_gguf:Q4_K_M | 3.68 | 21 | 23.6 | 4 | 128 | 5.32 | 3.03 | 2.99 | 0.46 | |
| lfm2:24b-q4_K_M | 3.59 | 20 | 24.0 | 4 | 128 | 5.39 | 3.56 | 1.73 | 0.21 | |
| hf.co/LGAI-EXAONE/EXAONE-4.0-1.2B-GGUF:Q4_K_M | 0.96 | 3.50 | 365 | 1.28 | 4 | 64 | 5.49 | 4.35 | 0.01 | 0.0 |
| gemma3:12b | 2.97 | 33 | 12.2 | 4 | 128 | 3.21 | 2.79 | 3.92 | 0.69 | |
| ministral-3:3b-instruct-2512-q4_K_M | 2.94 | 103 | 3.8 | 4 | 128 | 4.9 | 2.22 | 1.54 | 0.1 | |
| hf.co/mradermacher/Josiefied-Qwen3-4B-Instruct-2507-gabliterated-v1-GGUF:Q4_K_M | 2.94 | 97 | 4.02 | 4 | 3.94 | 3.1 | 1.78 | 0.74 | ||
| hf.co/LGAI-EXAONE/EXAONE-3.5-32B-Instruct-GGUF:Q4_K_M | 2.86 | 12 | 32.0 | 4 | 256 | 3.08 | 4.3 | 1.46 | 0.42 | |
| hf.co/bartowski/THUDM_GLM-4-9B-0414-GGUF:Q4_K_M | 2.85 | 40 | 9.4 | 4 | 32 | 4.48 | 2.82 | 1.0 | 0.16 | |
| hf.co/unsloth/GLM-4.6V-Flash-GGUF:Q4_K_M | 2.75 | 39 | 9.4 | 4 | 128 | 4.61 | 1.78 | 1.44 | 0.84 | |
| qwen2.5-coder:7b-instruct-q4_K_M | 2.70 | 47 | 7.6 | 4 | 32 | 3.69 | 2.84 | 1.81 | 0.13 | |
| hf.co/bartowski/ai21labs_AI21-Jamba2-Mini-GGUF:Q4_K_M | 2.70 | 7 | 52 | 4 | 256 | 5.31 | 1.42 | 0.62 | 0.29 | |
| hf.co/bartowski/cognitivecomputations_Dolphin-Mistral-24B-Venice-Edition-GGUF:Q4_K_M | 2.67 | 15 | 24.0 | 4 | 32 | 4.29 | 1.68 | 1.91 | 0.64 | |
| hf.co/mradermacher/Qwen2.5-Coder-7B-Instruct-abliterated-GGUF:Q4_K_M | 2.65 | 46 | 7.62 | 4 | 128 | 3.33 | 3.58 | 1.1 | 0.23 | |
| hf.co/mradermacher/Olmo-3-7B-Think-GGUF:Q4_K_M | 2.53 | 48 | 7.0 | 4 | 2 | 5.53 | 0.53 | 0.32 | 0.98 | |
| qwen2.5:7b-instruct-q4_K_M | 2.43 | 43 | 7.6 | 4 | 128 | 2.97 | 3.12 | 1.42 | 0.24 | |
| hf.co/mradermacher/Strand-Rust-Coder-14B-v1-GGUF:Q4_K_M | 2.40 | 23 | 14 | 4 | 2.47 | 2.89 | 2.38 | 0.69 | ||
| nemotron-3-nano:4b-q8_0-no_think | 2.37 | 7 | 30.0 | 8 | 256 | 3.5 | 2.25 | 1.08 | 0.76 | |
| magistral:24b-small-2506-q4_K_M | 2.37 | 13 | 24 | 4 | 32 | 4.38 | 1.51 | 0.59 | 0.42 | |
| qwen3:1.7b-q4_K_M-no_think | 2.33 | 156 | 2.0 | 4 | 32 | 2.26 | 3.93 | 1.03 | 0.44 | |
| olmo-3:7b-instruct-q4_K_M | 2.22 | 41 | 7.3 | 4 | 64 | 4.69 | 0.49 | 0.72 | 0.52 | |
| hf.co/tiiuae/Falcon-H1-3B-Instruct-GGUF:Q4_K_M | 2.20 | 93 | 3.15 | 4 | 3.56 | 1.48 | 1.45 | 0.45 | ||
| hf.co/mradermacher/Qwen2.5-7B-Instruct-abliterated-GGUF:Q4_K_M | 2.18 | 38 | 7.62 | 4 | 128 | 3.14 | 2.42 | 0.62 | 0.76 | |
| qwen2.5-coder:3b-instruct-q4_K_M | 2.09 | 90 | 3.1 | 4 | 32 | 3.32 | 2.04 | 0.63 | 0.29 | |
| granite4:tiny-h | 2.08 | 40 | 6.9 | 4 | 1024 | 2.63 | 2.69 | 1.03 | 0.19 | |
| hf.co/internlm/internlm3-8b-instruct-gguf:Q4_K_M | 2.02 | 31 | 8.8 | 4 | 32 | 3.07 | 1.96 | 1.0 | 0.01 | |
| hf.co/bartowski/nvidia_Nemotron-3-Nano-4B-GGUF:Q4_K_M | 2.01 | 9 | 30.0 | 4 | 256 | 2.95 | 1.51 | 1.49 | 0.81 | |
| hf.co/mradermacher/Qwen2.5-Coder-3B-Instruct-abliterated-GGUF:Q4_K_M | 1.94 | 84 | 3.09 | 4 | 64 | 2.55 | 2.37 | 1.07 | 0.0 | |
| hf.co/jamesburton/Phi-4-reasoning-vision-15B-GGUF:latest | 1.91 | 17 | 15 | 4 | 3.79 | 0.54 | 1.1 | 0.09 | ||
| hf.co/tiiuae/Falcon-H1-1.5B-Deep-Instruct-GGUF:Q4_K_M | 1.90 | 164 | 1.55 | 4 | 3.77 | 0.45 | 1.25 | 0.09 | ||
| hf.co/mradermacher/Josiefied-Qwen3-4B-Instruct-2507-gabliterated-v2-GGUF:Q4_K_M | 1.90 | 63 | 4.02 | 4 | 3.15 | 1.72 | 0.58 | 0.09 | ||
| hf.co/janhq/Jan-v1-edge-gguf:Q4_K_M | 1.88 | 146 | 1.72 | 4 | 3.03 | 1.92 | 0.12 | 0.73 | ||
| qwen3.5:2b-q4_K_M-think | 1.78 | 118 | 2 | 4 | 256 | 1.42 | 1.04 | 4.06 | 0.84 | |
| granite4:3b | 1.69 | 66 | 3.4 | 4 | 3.06 | 1.09 | 0.57 | 0.2 | ||
| hf.co/mradermacher/Ling-Coder-lite-GGUF:Q4_K_M | 1.62 | 13 | 16.8 | 4 | 2.59 | 1.32 | 0.68 | 0.51 | ||
| granite4:micro | 1.61 | 63 | 3.4 | 4 | 128 | 2.78 | 1.21 | 0.57 | 0.2 | |
| hf.co/mradermacher/Kimi-VL-A3B-Instruct-GGUF:Q4_K_M | 1.61 | 13 | 16.0 | 4 | 256 | 2.26 | 0.97 | 0.68 | 2.78 | |
| hf.co/bartowski/allura-forge_Llama-3.3-8B-Instruct-GGUF:Q4_K_M | 1.60 | 27 | 8.03 | 4 | 8 | 2.78 | 1.03 | 0.77 | 0.3 | |
| llama3.2-vision:11b-instruct-q4_K_M | 1.60 | 22 | 9.8 | 4 | 128 | 1.9 | 2.14 | 0.68 | 0.62 | |
| hf.co/tiiuae/Falcon-H1-1.5B-Instruct-GGUF:Q4_K_M | 1.59 | 137 | 1.55 | 4 | 3.36 | 0.7 | 0.18 | 0.01 | ||
| hf.co/gabriellarson/Moonlight-16B-A3B-Instruct-GGUF:Q4_K_M | 1.49 | 12 | 16.0 | 4 | 8 | 2.95 | 0.68 | 0.44 | 0.14 | |
| qwen3.5:2b-q4_K_M-no_think | 1.47 | 98 | 2 | 4 | 256 | 1.19 | 1.68 | 1.55 | 1.84 | |
| hf.co/shb777/Llama-3.3-8B-Instruct-128K-GGUF:Q4_K_M | 1.43 | 24 | 8.03 | 4 | 128 | 1.54 | 1.9 | 1.02 | 0.37 | |
| hf.co/ai-sage/GigaChat3.1-10B-A1.8B-GGUF:Q4_K_M | 1.37 | 18 | 10 | 4 | 2.31 | 1.11 | 0.43 | 0.29 | ||
| qwen2.5vl:7b-q4_K_M | 1.34 | 22 | 8.3 | 4 | 128 | 1.7 | 0.69 | 2.2 | 0.15 | |
| granite4:3b-h | 1.33 | 56 | 3.2 | 4 | 131 | 1.79 | 1.7 | 0.45 | 0.17 | |
| hf.co/mradermacher/atom-v1-preview-12b-GGUF:Q4_K_M | 1.32 | 15 | 11.8 | 4 | 2.05 | 1.32 | 0.53 | 0.0 | ||
| hf.co/bartowski/internlm_JanusCoderV-7B-GGUF:Q4_K_M | 1.31 | 23 | 7.62 | 4 | 1.93 | 1.62 | 0.16 | 0.17 | ||
| granite4:micro-h | 1.30 | 54 | 3.2 | 4 | 1024 | 1.82 | 1.55 | 0.45 | 0.15 | |
| hf.co/mradermacher/Qwen2.5-7B-Instruct-abliterated-v3-GGUF:Q4_K_M | 1.26 | 22 | 7.62 | 4 | 128 | 1.22 | 2.14 | 0.61 | 0.06 | |
| hf.co/mradermacher/Olmo-3-7B-Instruct-GGUF:Q4_K_M | 1.24 | 24 | 7 | 4 | 2 | 2.25 | 0.31 | 1.1 | 0.32 | |
| hf.co/mradermacher/Qwen2.5-VL-7B-Instruct-abliterated-GGUF:Q4_K_M | 1.12 | 20 | 7.62 | 4 | 32 | 1.73 | 1.23 | 0.27 | 0.02 | |
| hf.co/mradermacher/qwen2.5-.5b-abliterated-GGUF:Q4_K_M | 0.47 | 1.07 | 227 | 0.63 | 4 | 2.51 | 0.09 | 0.09 | 0.23 | |
| qwen2.5:3b-instruct-q4_K_M | 1.06 | 46 | 3.1 | 4 | 128 | 2.02 | 0.66 | 0.23 | 0.08 | |
| granite4:1b-bf16 | 1.02 | 51 | 1 | 16 | 128 | 1.81 | 0.78 | 0.28 | 0.08 | |
| hf.co/mradermacher/AI21-Jamba-Mini-1.5-GGUF:Q4_K_M | 1.01 | 3 | 52 | 4 | 256 | 1.36 | 1.2 | 0.44 | 0.16 | |
| gemma3n:e4b | 0.99 | 19 | 6.9 | 4 | 32 | 1.32 | 0.92 | 0.92 | 0.0 | |
| hf.co/mradermacher/Qwen2.5-3B-Instruct-abliterated-GGUF:Q4_K_M | 0.97 | 38 | 3.4 | 4 | 64 | 1.73 | 0.77 | 0.25 | 0.0 | |
| granite3.3:8b | 0.97 | 16 | 8.0 | 4 | 128 | 1.88 | 0.63 | 0.09 | 0.1 | |
| hf.co/LiquidAI/LFM2-2.6B-GGUF:Q4_K_M | 0.94 | 49 | 2.57 | 4 | 32 | 0.98 | 1.39 | 0.52 | 0.28 | |
| hf.co/mradermacher/wraith-8b-GGUF:Q4_K_M | 0.93 | 16 | 8.03 | 4 | 1.35 | 0.91 | 0.6 | 0.02 | ||
| hf.co/SicariusSicariiStuff/Assistant_Pepe_8B_GGUF:Q4_K_M | 0.91 | 15 | 8.0 | 4 | 1.65 | 0.58 | 0.22 | 0.3 | ||
| qwen2.5-coder:1.5b-instruct-q4_K_M | 0.89 | 79 | 1.5 | 4 | 32 | 1.46 | 0.85 | 0.25 | 0.0 | |
| hf.co/bartowski/allenai_olmOCR-2-7B-1025-GGUF:Q4_K_M | 0.88 | 15 | 7.62 | 4 | 2 | 1.44 | 0.75 | 0.3 | 0.21 | |
| hf.co/mradermacher/olmOCR-7B-0825-GGUF:Q4_K_M | 0.88 | 15 | 7.62 | 4 | 128 | 1.72 | 0.36 | 0.41 | 0.02 | |
| hf.co/DevQuasar/inference-net.Schematron-8B-GGUF:Q4_K_M | 0.88 | 15 | 8.03 | 4 | 1.16 | 1.01 | 0.27 | 0.55 | ||
| qwen3:0.6b-q4_K_M-no_think | 0.87 | 155 | 0.75 | 4 | 32 | 1.3 | 0.73 | 0.36 | 0.6 | |
| gemma3n:e2b | 0.85 | 25 | 4.5 | 4 | 8 | 1.4 | 0.95 | 0.01 | 0.05 | |
| hf.co/bartowski/microsoft_Fara-7B-GGUF:Q4_K_M | 0.85 | 15 | 7.62 | 4 | 32 | 0.55 | 1.85 | 0.13 | 0.45 | |
| yi-coder:1.5b-chat-q4_K_M | 0.84 | 75 | 1.5 | 4 | 128 | 1.53 | 0.66 | 0.08 | 0.13 | |
| hf.co/mradermacher/Qwen2.5-Coder-1.5B-Instruct-abliterated-GGUF:Q4_K_M | 0.81 | 61 | 1.78 | 4 | 128 | 1.06 | 1.17 | 0.14 | 0.09 | |
| granite4:1b-h-q8_0 | 0.80 | 48 | 1.5 | 8 | 128 | 1.53 | 0.35 | 0.38 | 0.06 | |
| hf.co/mradermacher/Lucy-128k-GGUF:Q4_K_M | 0.73 | 57 | 1.72 | 4 | 0.76 | 1.23 | 0.05 | 0.47 | ||
| hf.co/allenai/OLMo-2-0325-32B-Instruct-GGUF:Q4_0 | 0.72 | 3 | 32.2 | 4 | 4 | 1.68 | 0.06 | 0.11 | 0.09 | |
| hf.co/bartowski/ai21labs_AI21-Jamba2-3B-GGUF:Q4_K_M | 0.71 | 31 | 3.0 | 4 | 256 | 1.35 | 0.21 | 0.28 | 0.48 | |
| hf.co/bartowski/utter-project_EuroLLM-22B-Instruct-2512-GGUF:Q4_K_M | 0.68 | 4 | 22.6 | 4 | 1.5 | 0.12 | 0.23 | 0.01 | ||
| qwen3-vl:2b-instruct-q4_K_M | 0.67 | 43 | 2.1 | 4 | 256 | 1.07 | 0.59 | 0.29 | 0.09 | |
| llama3.2:3b | 0.61 | 25 | 3.2 | 4 | 128 | 1.3 | 0.27 | 0.05 | 0.0 | |
| hf.co/unsloth/medgemma-4b-it-GGUF:Q4_K_M | 0.60 | 21 | 3.88 | 4 | 128 | 1.14 | 0.28 | 0.16 | 0.28 | |
| hf.co/DavidAU/Llama-3.2-8X3B-MOE-Dark-Champion-Instruct-uncensored-abliterated-18.4B-GGUF:Q4_K_M | 0.60 | 4 | 18.4 | 4 | 1.05 | 0.3 | 0.3 | 0.28 | ||
| hf.co/mradermacher/Qwen2.5-1.5B-Instruct-abliterated-GGUF:Q4_K_M | 0.56 | 48 | 1.54 | 4 | 128 | 0.35 | 0.67 | 0.15 | 1.85 | |
| gemma3:4b | 0.55 | 17 | 4.3 | 4 | 128 | 1.03 | 0.35 | 0.15 | 0.0 | |
| qwen2.5vl:3b-q4_K_M | 0.55 | 19 | 3.8 | 4 | 128 | 0.82 | 0.71 | 0.03 | 0.0 | |
| qwen3.5:0.8b-q8_0-no_think | 0.54 | 91 | 0.8 | 4 | 256 | 0.53 | 0.17 | 0.52 | 1.77 | |
| phi4-mini:3.8b-q4_K_M | 0.50 | 18 | 3.8 | 4 | 128 | 0.66 | 0.27 | 0.78 | 0.0 | |
| hf.co/tiiuae/Falcon-H1-0.5B-Instruct-GGUF:Q4_K_M | 0.39 | 0.50 | 128 | 0.521 | 4 | 1.08 | 0.21 | 0.02 | 0.0 | |
| hf.co/vanta-research/atom-v1-preview-4b:latest | 0.48 | 17 | 3.88 | 4 | 0.72 | 0.52 | 0.19 | 0.0 | ||
| qwen2.5:1.5b-instruct-q4_K_M | 0.44 | 39 | 1.5 | 4 | 128 | 0.92 | 0.2 | 0.03 | 0.09 | |
| bartowski/LiquidAI_LFM2.5-1.2B-Instruct-GGUF:Q4_K_M | 0.43 | 48 | 1.2 | 4 | 32 | 0.92 | 0.15 | 0.09 | 0.0 | |
| hf.co/arcee-ai/Trinity-Nano-Preview-GGUF:Q4_K_M | 0.42 | 15 | 3.8 | 4 | 128 | 0.39 | 0.29 | 0.18 | 1.46 | |
| hf.co/mradermacher/Arch-Router-1.5B-GGUF:Q4_K_M | 0.40 | 35 | 1.54 | 4 | 0.73 | 0.32 | 0.08 | 0.0 | ||
| hf.co/mradermacher/AI21-Jamba-Mini-1.7-GGUF:Q4_K_M | 0.40 | 1 | 52 | 4 | 256 | 0.61 | 0.3 | 0.3 | 0.06 | |
| granite3.3:2b | 0.39 | 26 | 2.0 | 4 | 128 | 0.67 | 0.2 | 0.26 | 0.1 | |
| hf.co/DevQuasar/inference-net.Schematron-3B-GGUF:Q4_K_M | 0.38 | 16 | 3.21 | 4 | 0.42 | 0.34 | 0.32 | 0.48 | ||
| hf.co/mradermacher/UserLM-8b-GGUF:Q4_K_M | 0.34 | 6 | 8 | 4 | 0.73 | 0.05 | 0.12 | 0.1 | ||
| hf.co/allenai/OLMo-2-1124-7B-Instruct-GGUF:Q4_K_M | 0.33 | 6 | 7.3 | 4 | 2 | 0.69 | 0.1 | 0.08 | 0.09 | |
| hf.co/mradermacher/scout-4b-GGUF:Q4_K_M | 0.33 | 11 | 3.88 | 4 | 0.77 | 0.04 | 0.03 | 0.0 | ||
| hf.co/allenai/OLMoE-1B-7B-0125-Instruct-GGUF:Q4_K_M | 0.22 | 4 | 6.92 | 4 | 2 | 0.53 | 0.03 | 0.01 | 0.0 | |
| hf.co/mradermacher/Qwen2.5-Coder-0.5B-Instruct-abliterated-GGUF:Q4_K_M | 0.37 | 0.22 | 58 | 0.494 | 4 | 128 | 0.05 | 0.02 | 0.95 | 0.0 |
| hf.co/mradermacher/Qwen2.5-VL-3B-Instruct-abliterated-GGUF:Q4_K_M | 0.21 | 9 | 3.09 | 4 | 64 | 0.48 | 0.07 | 0.01 | 0.0 | |
| hf.co/Goekdeniz-Guelmez/Josiefied-Qwen2.5-1.5B-Instruct-abliterated-v2-gguf:Q4_K_M | 0.21 | 19 | 1.54 | 4 | 0.44 | 0.09 | 0.01 | 0.09 | ||
| hf.co/mradermacher/occiglot-7b-eu5-instruct-GGUF:Q4_K_M | 0.19 | 4 | 7.24 | 4 | 0.23 | 0.0 | 0.02 | 0.95 | ||
| hf.co/QuantFactory/EuroLLM-9B-Instruct-GGUF:Q4_K_M | 0.18 | 3 | 9.15 | 4 | 0.42 | 0.04 | 0.01 | 0.0 | ||
| hf.co/Goekdeniz-Guelmez/Josiefied-Qwen2.5-1.5B-Instruct-abliterated-v3-gguf:Q4_K_M | 0.17 | 15 | 1.54 | 4 | 0.38 | 0.06 | 0.01 | 0.0 | ||
| hf.co/LiquidAI/LFM2-1.2B-GGUF:Q4_K_M | 0.17 | 19 | 1.17 | 4 | 32 | 0.4 | 0.01 | 0.01 | 0.0 | |
| hf.co/mradermacher/AI21-Jamba-Mini-1.6-GGUF:Q4_K_M | 0.16 | 0 | 52 | 4 | 256 | 0.12 | 0.31 | 0.01 | 0.2 | |
| hf.co/mradermacher/Qwen2.5-VL-instruct-3B-Geo-GGUF:Q4_K_M | 0.16 | 7 | 3.09 | 4 | 64 | 0.26 | 0.07 | 0.13 | 0.1 | |
| hf.co/mradermacher/Ling-lite-GGUF:Q4_K_M | 0.14 | 1 | 16.8 | 4 | 0.21 | 0.01 | 0.11 | 0.27 | ||
| hf.co/LiquidAI/LFM2.5-1.2B-Instruct-GGUF:Q4_K_M | 0.12 | 13 | 1.2 | 4 | 32 | 0.23 | 0.03 | 0.09 | 0.0 | |
| hf.co/arcee-ai/AFM-4.5B-GGUF:Q4_K_M | 0.11 | 3 | 4.62 | 4 | 64 | 0.24 | 0.04 | 0.01 | 0.0 | |
| llama3.2:1b-instruct-q4_K_M | 0.10 | 7 | 1.2 | 8 | 128 | 0.22 | 0.03 | 0.0 | 0.0 | |
| qwen2.5-coder:0.5b-instruct-q4_K_M | 0.09 | 25 | 0.5 | 4 | 32 | 0.11 | 0.1 | 0.09 | 0.0 | |
| hf.co/mradermacher/EuroLLM-1.7B-Instruct-GGUF:Q4_K_M | 0.09 | 7 | 1.66 | 4 | 128 | 0.09 | 0.09 | 0.09 | 0.09 | |
| gemma3:270m | 0.30 | 0.08 | 28 | 0.27 | 8 | 32 | 0.0 | 0.09 | 0.28 | 0.0 |
| phi3:3.8b | 0.08 | 3 | 3.8 | 4 | 128 | 0.1 | 0.09 | 0.07 | 0.0 | |
| granite4:350m-bf16 | 0.07 | 11 | 0.35 | 16 | 0.12 | 0.03 | 0.09 | 0.0 | ||
| hf.co/LiquidAI/LFM2-350M-GGUF:Q4_K_M | 0.27 | 0.07 | 28 | 0.354 | 4 | 32 | 0.12 | 0.0 | 0.09 | 0.09 |
| smollm2:360m-instruct-q4_K_M | 0.07 | 24 | 0.362 | 4 | 0.03 | 0.09 | 0.09 | 0.09 | ||
| qwen2.5:0.5b-instruct-q4_K_M | 0.06 | 17 | 0.5 | 4 | 128 | 0.06 | 0.1 | 0.0 | 0.09 | |
| granite4:350m-h-q8_0 | 0.05 | 13 | 0.35 | 8 | 131 | 0.1 | 0.0 | 0.0 | 0.09 | |
| hf.co/LiquidAI/LFM2.5-350M-GGUF:Q4_K_M | 0.04 | 0 | 24.0 | 4 | 128 | 0.0 | 0.09 | 0.09 | 0.0 | |
| gemma3:1b | 0.04 | 5 | 1.0 | 4 | 32 | 0.08 | 0.03 | 0.0 | 0.0 | |
| hf.co/LiquidAI/LFM2-700M-GGUF:Q4_K_M | 0.04 | 7 | 0.7 | 4 | 32 | 0.03 | 0.0 | 0.09 | 0.09 | |
| hf.co/allenai/OLMo-2-0425-1B-Instruct-GGUF:Q4_K_M | 0.04 | 4 | 1.48 | 4 | 4 | 0.03 | 0.09 | 0.0 | 0.0 | |
| smollm:135m-instruct-v0.2-q8_0 | 0.15 | 0.03 | 23 | 0.135 | 8 | 2 | 0.0 | 0.0 | 0.17 | 0.0 |
| Model | Best Model for Size (GB) |
PE-200- Score |
Mem- Score |
Size *10^9 Params |
Bits | Context Length (K) |
Python | Java | Rust | Clojure |
|---|---|---|---|---|---|---|---|---|---|---|
| hf.co/inclusionAI/Ring-flash-2.0-GGUF:Q4_K_M | 77.25 | 52.90 | 68 | 103 | 4 | 128 | 57.25 | 58.6 | 41.79 | 40.64 |
| qwen3.5:122b-a10b-q4_K_M-think | 46.02 | 50 | 122.0 | 4 | 256 | 45.11 | 60.8 | 40.94 | 15.43 | |
| qwen3:30b-a3b-thinking-2507-q4_K_M | 22.88 | 44.59 | 195 | 30.5 | 4 | 128 | 47.67 | 56.83 | 31.3 | 22.16 |
| qwen3-next:80b-a3b-thinking-q4_K_M | 43.61 | 73 | 79.7 | 4 | 256 | 45.31 | 53.11 | 39.97 | 15.62 | |
| nemotron-3-nano:30b-a3b-q4_K_M | 43.52 | 184 | 31.6 | 4 | 1024 | 48.01 | 57.0 | 29.47 | 13.21 | |
| nemotron-cascade-2:30b-a3b-q4_K_M | 41.50 | 175 | 31.6 | 4 | 256 | 56.59 | 39.19 | 31.05 | 9.01 | |
| hf.co/mradermacher/Ring-mini-2.0-GGUF:Q4_K_M | 12.00 | 35.66 | 297 | 16 | 4 | 128 | 37.07 | 46.09 | 31.0 | 8.01 |
| hf.co/bartowski/nvidia_Nemotron-Cascade-8B-Thinking-GGUF:Q4_K_M | 6.14 | 32.76 | 533 | 8.19 | 4 | 128 | 45.65 | 39.25 | 13.4 | 0.45 |
| olmo-3.1:32b-think-q4_K_M | 30.46 | 126 | 32.2 | 4 | 64 | 36.34 | 40.86 | 15.51 | 5.65 | |
| hf.co/bartowski/nvidia_Nemotron-Cascade-14B-Thinking-GGUF:Q4_K_M | 29.57 | 266 | 14.8 | 4 | 39.78 | 32.01 | 19.42 | 1.67 | ||
| hf.co/bartowski/nvidia_Nemotron-Cascade-8B-GGUF:Q4_K_M | 6.14 | 28.03 | 456 | 8.19 | 4 | 128 | 40.79 | 31.35 | 11.2 | 0.69 |
| hf.co/bartowski/NousResearch_NousCoder-14B-GGUF:Q4_K_M | 24.57 | 221 | 14.8 | 4 | 33.87 | 20.18 | 23.3 | 3.09 | ||
| gpt-oss:120b | 24.39 | 28 | 116.8 | 4 | 128 | 23.7 | 23.82 | 25.17 | 27.33 | |
| hf.co/mradermacher/Qwen3-30B-A3B-YOYO-V2-Claude-4.6-Opus-High-INSTRUCT-GGUF:Q4_K_M | 24.06 | 107 | 30 | 4 | 256 | 26.09 | 27.4 | 22.85 | 8.38 | |
| hf.co/bartowski/nvidia_Orchestrator-8B-GGUF:Q4_K_M | 6.14 | 23.65 | 385 | 8.19 | 4 | 128 | 33.75 | 25.36 | 11.03 | 3.39 |
| hf.co/ijohn07/QED-Nano-Q4_K_M-GGUF:Q4_K_M | 3.00 | 22.60 | 753 | 4 | 4 | 30.11 | 31.38 | 3.66 | 4.11 | |
| hf.co/bartowski/PrimeIntellect_INTELLECT-3-GGUF:Q2_K | 22.19 | 10 | 107.0 | 2 | 128 | 24.59 | 23.94 | 21.76 | 8.19 | |
| olmo-3:32b-think-q4_K_M | 21.48 | 89 | 32.2 | 4 | 64 | 26.44 | 25.49 | 16.25 | 0.08 | |
| hf.co/janhq/Jan-v1-4B-GGUF:Q4_K_M | 21.01 | 697 | 4.02 | 4 | 31.03 | 21.99 | 8.96 | 2.1 | ||
| gemma4:26b-a4b-it-q4_K_M-think | 20.48 | 108 | 25.2 | 4 | 256 | 29.53 | 28.9 | |||
| hf.co/mradermacher/DASD-30B-A3B-Thinking-Preview-GGUF:Q4_K_M | 20.37 | 91 | 30 | 4 | 128 | 22.85 | 18.36 | 20.31 | 16.56 | |
| hf.co/janhq/Jan-v1-2509-gguf:Q4_K_M | 20.02 | 664 | 4.02 | 4 | 29.27 | 23.63 | 5.84 | 0.6 | ||
| hf.co/bartowski/cerebras_GLM-4.5-Air-REAP-82B-A12B-GGUF:Q4_0 | 19.39 | 30 | 85.0 | 4 | 23.88 | 19.77 | 15.73 | 7.57 | ||
| hf.co/tiiuae/Falcon-H1R-7B-GGUF:Q4_K_M | 18.56 | 326 | 7.59 | 4 | 26.08 | 13.07 | 17.14 | 7.79 | ||
| qwen3.6:35b-a3b-q4_K_M-think | 18.16 | 69 | 35.0 | 4 | 256 | 45.4 | ||||
| hf.co/AaryanK/MiniMax-M2.1-GGUF:Q2_K | 17.90 | 4 | 229.0 | 2 | 200 | 22.83 | 20.51 | 11.72 | 2.71 | |
| hf.co/mradermacher/Nanbeige4.1-3B-GGUF:Q4_K_M | 2.25 | 17.43 | 775 | 3 | 4 | 29.47 | 13.83 | 6.77 | 1.4 | |
| olmo-3:7b-think-q4_K_M | 17.42 | 318 | 7.3 | 4 | 64 | 31.93 | 12.21 | 4.34 | 1.21 | |
| hf.co/mradermacher/apollo-astralis-4b-GGUF:Q4_K_M | 17.16 | 569 | 4.02 | 4 | 24.22 | 19.35 | 6.47 | 3.75 | ||
| gpt-oss:20b | 16.33 | 71 | 20.9 | 8 | 128 | 16.51 | 16.85 | 17.86 | 10.99 | |
| hf.co/TeichAI/Qwen3-14B-Claude-4.5-Opus-High-Reasoning-Distill-GGUF:Q4_K_M | 15.92 | 152 | 14.0 | 4 | 22.09 | 20.54 | 4.02 | 1.22 | ||
| qwen3-vl:8b-thinking-q4_K_M | 15.69 | 238 | 8.8 | 4 | 256 | 17.68 | 17.45 | 14.18 | 5.49 | |
| hf.co/mradermacher/FrogMini-14B-2510-GGUF:Q4_K_M | 15.45 | 147 | 14 | 4 | 16.38 | 26.28 | 3.51 | 3.16 | ||
| qwen3:4b-thinking-2507-q4_K_M | 15.30 | 510 | 4.0 | 4 | 32 | 20.88 | 16.63 | 7.49 | 4.63 | |
| hf.co/mradermacher/MiroThinker-v1.0-30B-GGUF:Q4_K_M | 14.48 | 63 | 30.5 | 4 | 19.25 | 14.9 | 9.4 | 4.27 | ||
| qwen3-vl:4b-thinking-q4_K_M | 13.59 | 412 | 4.4 | 4 | 256 | 17.87 | 13.81 | 8.84 | 5.31 | |
| hf.co/t-tech/T-pro-it-2.1-GGUF:Q4_K_M | 13.58 | 55 | 32.8 | 4 | 17.56 | 14.77 | 7.87 | 5.48 | ||
| qwen3.5:4b-q4_K_M-think | 12.45 | 415 | 4 | 4 | 256 | 21.4 | 10.84 | 2.97 | 0.45 | |
| hf.co/bartowski/AGI-0_Art-0-8B-GGUF:Q4_K_M | 11.90 | 194 | 8.19 | 4 | 40 | 13.08 | 15.02 | 9.78 | 2.08 | |
| hf.co/bartowski/Sky-T1-32B-Preview-GGUF:Q4_K_M | 10.10 | 41 | 32.8 | 4 | 32 | 10.02 | 15.13 | 6.72 | 2.06 | |
| glm-4.7-flash:Q4_K_M | 9.54 | 41 | 31 | 4 | 198 | 11.83 | 10.13 | 7.7 | 2.27 | |
| hf.co/mradermacher/DASD-4B-Thinking-GGUF:Q4_K_M | 9.43 | 314 | 4 | 4 | 10.73 | 9.72 | 9.18 | 3.87 | ||
| hf.co/mradermacher/SERA-8B-GGUF:Q4_K_M | 8.05 | 134 | 8 | 4 | 10.07 | 8.64 | 6.85 | 0.6 | ||
| hf.co/mradermacher/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M | 7.30 | 61 | 16.0 | 4 | 128 | 9.27 | 6.38 | 7.86 | 1.07 | |
| hf.co/mradermacher/MiroThinker-v1.0-8B-GGUF:Q4_K_M | 5.42 | 88 | 8.19 | 4 | 6.82 | 6.08 | 3.77 | 1.14 | ||
| hf.co/t-tech/T-lite-it-2.1-GGUF:Q4_K_M | 5.08 | 83 | 8.19 | 4 | 6.84 | 5.82 | 2.41 | 1.11 | ||
| hf.co/mradermacher/VibeThinker-1.5B-GGUF:Q4_K_M | 1.33 | 4.93 | 369 | 1.78 | 4 | 9.38 | 1.51 | 1.97 | 3.3 | |
| hf.co/mradermacher/MiroThinker-v1.0-72B-GGUF:Q4_K_M | 4.10 | 8 | 72.7 | 4 | 5.1 | 3.57 | 4.42 | 1.04 | ||
| hf.co/bartowski/ai21labs_AI21-Jamba-Reasoning-3B-GGUF:Q4_K_M | 2.52 | 112 | 3.0 | 4 | 256 | 4.28 | 1.3 | 1.9 | 0.36 | |
| qwen3-vl:2b-thinking-q4_K_M | 1.54 | 98 | 2.1 | 4 | 256 | 1.49 | 2.25 | 1.14 | 0.42 | |
| lfm2.5-thinking:1.2b-q4_K_M | 0.90 | 1.32 | 147 | 1.2 | 4 | 32 | 1.83 | 1.74 | 0.09 | 0.47 |
| hf.co/mradermacher/SmolLM3-3B-gabliterated-GGUF:Q4_K_M | 1.12 | 48 | 3.08 | 4 | 2.31 | 0.37 | 0.36 | 0.12 | ||
| hf.co/unsloth/SmolLM3-3B-GGUF:Q4_K_M | 1.08 | 47 | 3.08 | 4 | 1.65 | 1.16 | 0.31 | 0.09 | ||
| phi4-mini-reasoning:3.8b-q4_K_M | 0.22 | 8 | 3.8 | 4 | 128 | 0.55 | 0.0 | 0.0 | 0.0 | |
| hf.co/PleIAs/Baguettotron-GGUF:Q4_K_M | 0.24 | 0.04 | 19 | 0.321 | 4 | 0.0 | 0.09 | 0.09 | 0.0 |
| Model | Best Model for Size (GB) |
PE-200- Score |
Mem- Score |
Size *10^9 Params |
Bits | Context Length (K) |
Python | Java | Rust | Clojure |
|---|---|---|---|---|---|---|---|---|---|---|
| qwen3:235b-a22b-instruct-2507-q4_K_M | 176 | 70.04 | 40 | 235.1 | 4 | 256 | 79.42 | 71.44 | 69.94 | 28.48 |
| qwen3.6:35b-a3b-q4_K_M-no_think | 26.25 | 35.57 | 136 | 35.0 | 4 | 256 | 59.31 | 39.49 | ||
| qwen3.5:35b-a3b-q4_K_M-no_think | 26.25 | 19.10 | 73 | 35.0 | 4 | 256 | 26.29 | 28.6 | ||
| qwen3.5:9b-q4_K_M-no_think | 6.75 | 7.32 | 108 | 9.0 | 4 | 256 | 11.73 | 8.77 | 0.0 | |
| qwen3:4b-instruct-2507-q4_K_M | 3.00 | 4.18 | 139 | 4.0 | 4 | 256 | 8.61 | 2.47 | 0.0 | 0.0 |
| Model | Best Model for Size (GB) |
PE-200- Score |
Mem- Score |
Size *10^9 Params |
Bits | Context Length (K) |
Python | Java | Rust | Clojure |
|---|
The following Benchmark result ("PE-Bench-Python-100", "PE-Bench-Java-100", "PE-Bench-Rust-100", "PE-Bench-Clojure-100") is an archive of a retired computation process that does not only compute only 100 problems for each language (the best models saturated those already) but also it used different prompt templates, so the benchmark values cannot be compared with the PE-Bench-200:
| Model | Best Model for Size (GB) |
PE-100- Score |
Mem- Score |
Size *10^9 Params |
Bits | Context Length (K) |
Python | Java | Rust | Clojure |
|---|---|---|---|---|---|---|---|---|---|---|
| Grok-4-Fast | 22.54 | 16 | 2000 | 22.44 | 25.47 | 21.44 | 16.38 | |||
| o4-mini-2025-04-16 | 21.34 | 16 | 200 | 22.71 | 21.88 | 21.59 | 13.71 | |||
| gpt-4.1-2025-04-14 | 19.84 | 16 | 1024 | 22.41 | 20.88 | 17.0 | 12.08 | |||
| gpt-4.1-mini-2025-04-14 | 18.05 | 16 | 1024 | 18.34 | 20.53 | 18.99 | 7.56 | |||
| qwen3-coder:480b-a35b-q4_K_M | 360 | 17.57 | 5 | 480.2 | 4 | 256 | 20.69 | 18.91 | 14.88 | 6.5 |
| DeepSeek-V3-0324 | 17.06 | 1 | 671.0 | 16 | 128 | 20.08 | 18.63 | 14.91 | 4.62 | |
| DeepSeek-V3 | 16.11 | 1 | 671.0 | 16 | 128 | 20.01 | 16.95 | 12.16 | 5.92 | |
| deepseek-v3.1:671b | 15.27 | 3 | 671.0 | 4 | 160 | 19.25 | 14.73 | 12.78 | 5.93 | |
| qwen3:235b-a22b-instruct-2507-q4_K_M | 176 | 15.26 | 9 | 235.1 | 4 | 256 | 18.66 | 17.64 | 10.32 | 4.38 |
| GPT-4o | 14.72 | 16 | 128 | 17.05 | 13.87 | 14.57 | 8.24 | |||
| mlx-community/Qwen3-Next-80B-A3B-Instruct-8bit | 87.67 | 14.46 | 16 | 79.7 | 8 | 256 | 18.85 | 15.27 | 9.92 | 3.51 |
| gpt-4-turbo-2024-04-09 | 13.86 | 16 | 128 | 16.87 | 15.82 | 10.12 | 3.45 | |||
| qwen3-coder:30b-a3b-q4_K_M | 22.88 | 11.69 | 51 | 30.5 | 4 | 256 | 14.3 | 12.72 | 9.61 | 2.34 |
| qwen3:30b-a3b-instruct-2507-q8_0 | 11.19 | 33 | 30.5 | 8 | 256 | 14.29 | 11.13 | 9.15 | 3.04 | |
| athene-v2:72b-q8_0 | 10.97 | 14 | 72.7 | 8 | 128 | 16.22 | 10.15 | 5.55 | 3.32 | |
| qwen3:30b-a3b-instruct-2507-q4_K_M | 22.88 | 10.78 | 47 | 30.5 | 4 | 256 | 13.95 | 10.58 | 8.42 | 3.39 |
| qwen3:235b-a22b-q4_K_M-no_think | 10.76 | 6 | 235.1 | 4 | 128 | 13.27 | 15.17 | 3.33 | 2.35 | |
| qwen3-coder:30b-a3b-q8_0 | 10.73 | 32 | 30.5 | 8 | 256 | 13.94 | 11.51 | 6.22 | 4.62 | |
| hf.co/bartowski/Athene-V2-Agent-GGUF:Q4_K_M | 10.60 | 19 | 72.7 | 4 | 128 | 14.49 | 10.56 | 6.33 | 3.74 | |
| athene-v2:72b-q4_K_M | 10.48 | 19 | 72.7 | 4 | 128 | 14.07 | 11.19 | 6.55 | 1.83 | |
| llama4:17b-maverick-128e-instruct-q4_K_M | 10.38 | 3 | 401.6 | 4 | 1024 | 11.3 | 11.44 | 9.93 | 4.39 | |
| gpt-4.1-nano-2025-04-14 | 10.35 | 16 | 1024 | 13.79 | 10.36 | 7.83 | 1.6 | |||
| hf.co/bartowski/Sky-T1-32B-Preview-GGUF:Q4_K_M | 10.33 | 42 | 32.8 | 4 | 32 | 12.72 | 11.67 | 7.25 | 2.89 | |
| hf.co/bartowski/Sky-T1-32B-Preview-GGUF:Q8_0 | 10.28 | 28 | 32.8 | 8 | 32 | 12.76 | 10.75 | 8.04 | 3.43 | |
| qwen2.5:72b-instruct-q4_K_M | 9.78 | 18 | 72.7 | 4 | 128 | 14.02 | 9.1 | 5.97 | 2.46 | |
| qwen2.5:72b-instruct-q8_0 | 9.77 | 12 | 72.7 | 8 | 128 | 12.98 | 10.5 | 5.41 | 3.49 | |
| qwen2.5-coder:32b-instruct-q4_K_M | 9.77 | 40 | 32.8 | 4 | 32 | 14.05 | 8.82 | 6.41 | 2.2 | |
| hf.co/bartowski/Dracarys2-72B-Instruct-GGUF:Q4_K_M | 9.74 | 18 | 72.7 | 4 | 128 | 13.45 | 8.54 | 7.34 | 3.35 | |
| hf.co/mradermacher/Qwen2.5-72B-Instruct-abliterated-GGUF:Q4_K_M | 9.69 | 18 | 72.7 | 4 | 128 | 13.92 | 8.65 | 6.11 | 3.07 | |
| hf.co/bartowski/THUDM_GLM-4-32B-0414-GGUF:Q4_K_M | 9.64 | 39 | 32.6 | 4 | 32 | 13.9 | 10.14 | 4.82 | 0.75 | |
| hf.co/bartowski/Sky-T1-32B-Flash-GGUF:Q4_K_M | 9.62 | 39 | 32.8 | 4 | 32 | 12.04 | 10.75 | 6.64 | 2.5 | |
| hf.co/mradermacher/Bespoke-Stratos-32B-GGUF:Q4_K_M | 9.61 | 39 | 32.8 | 4 | 32 | 12.37 | 9.9 | 7.58 | 1.78 | |
| qwen2.5-coder:32b-instruct-q8_0 | 9.38 | 26 | 32.8 | 8 | 32 | 11.94 | 9.94 | 6.69 | 2.8 | |
| qwen2.5:32b-instruct-q4_K_M | 9.17 | 37 | 32.8 | 4 | 32 | 12.34 | 9.26 | 6.13 | 2.25 | |
| mlx-community/Qwen3-Next-80B-A3B-Thinking-4bit | 9.13 | 15 | 80 | 4 | 256 | 9.72 | 11.69 | 6.94 | 3.43 | |
| qwen2.5vl:32b-q4_K_M | 8.95 | 36 | 33.5 | 4 | 128 | 13.02 | 7.74 | 6.01 | 2.18 | |
| hf.co/bartowski/Qwen2.5-Coder-32B-Instruct-abliterated-GGUF:Q8_0 | 8.66 | 24 | 32.8 | 8 | 32 | 11.58 | 8.69 | 6.27 | 1.62 | |
| qwen2.5:32b-instruct-q8_0 | 8.44 | 23 | 32.8 | 8 | 32 | 9.73 | 10.22 | 5.91 | 2.98 | |
| GPT-4o-Mini | 8.00 | 16 | 128 | 11.39 | 7.36 | 5.19 | 1.93 | |||
| hf.co/bartowski/Qwen2.5-Coder-32B-Instruct-abliterated-GGUF:Q4_K_M | 7.95 | 32 | 32.8 | 4 | 32 | 9.55 | 9.3 | 5.71 | 1.94 | |
| cogito:32b-v1-preview-qwen-q4_K_M | 7.83 | 32 | 32.8 | 4 | 128 | 11.32 | 7.12 | 5.26 | 1.19 | |
| qwen3:32b-q4_K_M-no_think | 7.67 | 31 | 32.8 | 4 | 40 | 10.25 | 8.94 | 3.93 | 1.07 | |
| GPT-3.5-Turbo | 7.47 | 2 | 175.0 | 16 | 16 | 10.1 | 7.28 | 6.0 | 0.5 | |
| yi-coder:9b-chat-q8_0 | 9.68 | 7.37 | 76 | 8.8 | 8 | 128 | 11.08 | 6.77 | 4.32 | 0.47 |
| deepseek-coder:33b-instruct-q4_K_M | 7.34 | 30 | 33.0 | 4 | 16 | 9.55 | 10.72 | 0.0 | 3.03 | |
| qwen2.5vl:72b-q4_K_M | 7.31 | 13 | 73.4 | 4 | 128 | 7.57 | 9.3 | 6.09 | 2.7 | |
| llama3.3:70b-instruct-q8_0 | 7.17 | 9 | 70.6 | 8 | 128 | 8.93 | 8.06 | 4.29 | 3.17 | |
| qwen2.5-coder:14b-instruct-q8_0 | 7.09 | 44 | 14.8 | 8 | 128 | 9.7 | 7.35 | 4.55 | 0.95 | |
| hf.co/bartowski/Qwen_Qwen3-30B-A3B-GGUF:Q4_K_M-think | 7.08 | 31 | 30.5 | 4 | 40 | 8.49 | 8.09 | 4.5 | 3.61 | |
| GPT-o1-Mini | 6.98 | 16 | 32 | 17.44 | ||||||
| qwen3:14b-q4_K_M-no_think | 6.97 | 63 | 14.8 | 4 | 40 | 10.94 | 6.37 | 2.99 | 0.86 | |
| hf.co/bartowski/AGI-0_Art-0-8B-GGUF:Q4_K_M | 6.14 | 6.96 | 113 | 8.19 | 4 | 40 | 9.22 | 6.61 | 4.45 | 3.95 |
| hf.co/mradermacher/phi-4-abliterated-GGUF:Q8_0 | 6.81 | 42 | 14.7 | 8 | 16 | 10.06 | 6.67 | 3.68 | 0.52 | |
| qwen3:30b-a3b-q4_K_M-no_think | 6.81 | 30 | 30.5 | 4 | 40 | 8.22 | 8.01 | 5.11 | 0.97 | |
| hf.co/mradermacher/phi-4-abliterated-GGUF:Q4_K_M | 6.72 | 61 | 14.7 | 4 | 16 | 9.26 | 6.8 | 4.42 | 0.89 | |
| qwen2.5-coder:14b-instruct-q4_K_M | 6.68 | 60 | 14.8 | 4 | 128 | 8.65 | 7.28 | 4.62 | 1.13 | |
| phi4:14b-q4_K_M | 6.64 | 60 | 14.7 | 4 | 16 | 9.64 | 6.91 | 3.14 | 0.84 | |
| phi4:latest | 6.64 | 60 | 14.7 | 4 | 16 | 9.64 | 6.91 | 3.14 | 0.84 | |
| deepseek-coder:33b-instruct-q8_0 | 6.58 | 18 | 33.0 | 8 | 16 | 8.35 | 10.2 | 0.0 | 1.82 | |
| hf.co/mradermacher/Llama-3.1-SauerkrautLM-70b-Instruct-GGUF:Q4_K_M | 6.49 | 12 | 70.6 | 4 | 128 | 9.1 | 5.9 | 4.69 | 1.37 | |
| hf.co/mradermacher/Seed-Coder-8B-Instruct-GGUF:Q4_K_M | 6.39 | 103 | 8.25 | 4 | 32 | 9.16 | 6.07 | 3.52 | 2.02 | |
| phi4-reasoning:14b-q4_K_M | 6.36 | 58 | 14.7 | 4 | 32 | 6.73 | 7.73 | 5.2 | 3.05 | |
| GPT-o1-Preview | 6.34 | 1 | 300.0 | 16 | 32 | 15.86 | ||||
| mistral-large:123b-instruct-2407-q4_K_M | 6.34 | 7 | 122.6 | 4 | 128 | 8.27 | 6.61 | 4.44 | 1.61 | |
| hf.co/bartowski/OpenGVLab_InternVL3_5-30B-A3B-GGUF:Q4_K_M | 6.22 | 27 | 30.5 | 4 | 40 | 10.14 | 4.75 | 3.54 | 0.33 | |
| qwen3:14b-q4_K_M-think | 6.20 | 56 | 14.8 | 4 | 40 | 7.16 | 7.5 | 4.66 | 1.51 | |
| vanilj/Phi-4:Q8_0 | 6.13 | 38 | 14.7 | 8 | 16 | 9.06 | 5.73 | 3.52 | 0.84 | |
| hf.co/mradermacher/KAT-Dev-GGUF:Q4_K_M | 6.10 | 25 | 32.8 | 4 | 9.67 | 6.7 | 1.1 | |||
| hf.co/gaianet/Seed-Coder-8B-Instruct-GGUF:Q4_K_M | 6.00 | 6.10 | 102 | 8 | 4 | 32 | 9.0 | 4.99 | 4.09 | 1.81 |
| cogito:70b-v1-preview-llama-q4_K_M | 6.05 | 11 | 70.6 | 4 | 128 | 7.7 | 7.26 | 3.54 | 0.86 | |
| qwen3:30b-a3b-q4_K_M-think | 5.98 | 26 | 30.5 | 4 | 40 | 8.3 | 5.59 | 4.32 | 1.17 | |
| yi-coder:9b-chat-q4_K_M | 5.97 | 91 | 8.8 | 4 | 128 | 7.44 | 6.04 | 5.76 | 0.34 | |
| qwq:32b-preview-q8_0 | 5.97 | 17 | 32.8 | 8 | 32 | 10.15 | 3.11 | 3.88 | 1.97 | |
| hf.co/bartowski/Anubis-70B-v1-GGUF:Q4_K_M | 5.83 | 11 | 70.6 | 4 | 128 | 8.07 | 6.49 | 2.59 | 1.36 | |
| llama3.1:70b-instruct-q8_0 | 5.81 | 7 | 70.6 | 8 | 128 | 8.19 | 5.36 | 3.8 | 1.7 | |
| hf.co/bartowski/deepcogito_cogito-v2-preview-llama-70B-GGUF:Q4_K_M | 5.78 | 11 | 70.6 | 4 | 128 | 7.49 | 5.65 | 4.5 | 1.92 | |
| llama4:16x17b | 5.76 | 7 | 108.6 | 4 | 10000 | 9.13 | 4.78 | 2.89 | 0.93 | |
| qwen2.5:14b-instruct-q8_0 | 5.75 | 35 | 14.8 | 8 | 32 | 8.59 | 4.14 | 4.55 | 1.61 | |
| cogito:14b-v1-preview-qwen-q4_K_M | 5.70 | 51 | 14.8 | 4 | 128 | 7.9 | 5.89 | 3.41 | 0.91 | |
| qwen2.5:14b-instruct-q4_K_M | 5.63 | 51 | 14.8 | 4 | 32 | 8.44 | 5.08 | 3.44 | 0.43 | |
| llama3.1:70b-instruct-q4_K_M | 5.62 | 11 | 70.6 | 4 | 128 | 8.77 | 4.98 | 2.77 | 0.6 | |
| llama3.3:70b-instruct-q4_K_M | 5.60 | 11 | 70.6 | 4 | 128 | 7.26 | 5.25 | 4.49 | 2.21 | |
| falcon3:10b-instruct-q8_0 | 5.48 | 48 | 10.3 | 8 | 32 | 8.15 | 5.14 | 2.71 | 1.39 | |
| hf.co/bartowski/smirki_UIGEN-T1.1-Qwen-14B-GGUF:Q4_K_M | 5.46 | 49 | 14.8 | 4 | 32 | 7.27 | 5.2 | 4.41 | 1.14 | |
| hf.co/mradermacher/calme-3.2-instruct-78b-GGUF:Q4_K_S | 5.43 | 9 | 78.0 | 4 | 32 | 7.04 | 6.05 | 3.6 | 0.74 | |
| hf.co/Tesslate/Tessa-Rust-T1-7B-Q8_0-GGUF:Q8_0 | 5.37 | 64 | 7.62 | 8 | 32 | 7.04 | 5.0 | 4.84 | 0.86 | |
| qwen3:32b-q4_K_M-think | 5.31 | 22 | 32.8 | 4 | 40 | 5.78 | 6.75 | 4.78 | 0.19 | |
| qwen3:8b-q4_K_M-think | 5.30 | 86 | 8.2 | 4 | 128 | 5.69 | 6.48 | 4.77 | 1.27 | |
| tulu3:70b-q8_0 | 5.25 | 7 | 70.6 | 8 | 128 | 7.73 | 4.61 | 3.09 | 1.59 | |
| qwen2-math:72b-instruct-q8_0 | 5.25 | 7 | 72.7 | 8 | 4 | 6.49 | 6.67 | 2.61 | 1.3 | |
| tulu3:70b-q4_K_M | 5.21 | 10 | 70.6 | 4 | 128 | 7.31 | 4.68 | 3.35 | 2.15 | |
| hf.co/unsloth/Magistral-Small-2509-GGUF:Q4_K_M | 5.18 | 29 | 23.6 | 4 | 40 | 7.14 | 5.08 | 3.36 | 1.32 | |
| qwen3:4b-q4_K_M-think | 3.00 | 5.18 | 173 | 4.0 | 4 | 32 | 7.89 | 4.61 | 2.73 | 0.91 |
| aravhawk/llama4:scout-q4_K_M | 5.17 | 6 | 107.8 | 4 | 10240 | 6.78 | 5.64 | 3.55 | 0.59 | |
| granite4:small-h | 5.15 | 21 | 32.2 | 4 | 131 | 7.67 | 4.59 | 2.97 | 1.13 | |
| hf.co/ozone-ai/0x-lite-Q4_K_M-GGUF:latest | 5.14 | 46 | 14.8 | 4 | 32 | 7.66 | 4.52 | 3.32 | 0.56 | |
| command-a:111b-03-2025-q4_K_M | 5.06 | 6 | 111.1 | 4 | 256 | 6.33 | 5.17 | 4.21 | 1.32 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:8b-q4_k_m-think | 5.04 | 82 | 8.2 | 4 | 40 | 5.77 | 6.22 | 3.49 | 1.65 | |
| devstral:24b-small-2505-q4_K_M | 5.02 | 28 | 24.0 | 4 | 128 | 6.77 | 5.47 | 2.96 | 0.82 | |
| qwen3:4b-instruct-2507-q4_K_M | 3.00 | 5.01 | 167 | 4.0 | 4 | 256 | 8.07 | 4.5 | 2.01 | 0.26 |
| hf.co/bartowski/mistralai_Mistral-Small-3.2-24B-Instruct-2506-GGUF:Q4_K_M | 4.96 | 28 | 23.6 | 4 | 128 | 6.79 | 5.19 | 3.05 | 0.79 | |
| hf.co/bartowski/NousResearch_Hermes-4-14B-GGUF:Q4_K_M | 4.94 | 45 | 14.8 | 4 | 40 | 6.81 | 4.01 | 4.69 | 0.78 | |
| hf.co/bartowski/Qwen2.5-14B-Instruct-1M-GGUF:Q4_K_M | 4.94 | 44 | 14.8 | 4 | 986 | 7.75 | 4.02 | 2.74 | 0.81 | |
| falcon3:10b-instruct-q4_K_M | 4.88 | 63 | 10.3 | 4 | 32 | 6.62 | 5.77 | 2.19 | 0.6 | |
| hf.co/mradermacher/K2-Think-GGUF:Q4_K_M | 4.85 | 20 | 32.8 | 4 | 128 | 4.83 | 4.98 | 6.42 | 1.36 | |
| hf.co/bartowski/Goekdeniz-Guelmez_Josiefied-Qwen3-8B-abliterated-v1-GGUF:Q4_K_M-no_think | 4.83 | 79 | 8.2 | 4 | 128 | 7.25 | 4.93 | 2.05 | 0.44 | |
| nemotron:70b-instruct-q4_K_M | 4.78 | 9 | 70.6 | 4 | 128 | 5.78 | 5.13 | 4.22 | 0.83 | |
| hf.co/bartowski/mistralai_Mistral-Small-3.1-24B-Instruct-2503-GGUF:Q4_K_M | 4.70 | 27 | 23.6 | 4 | 128 | 6.79 | 4.05 | 3.38 | 0.95 | |
| qwen2.5-coder:7b-instruct-q8_0 | 4.69 | 56 | 7.6 | 8 | 128 | 6.37 | 4.4 | 3.78 | 0.63 | |
| qwen3:8b-q4_K_M-no_think | 4.68 | 76 | 8.2 | 4 | 128 | 6.98 | 4.84 | 1.92 | 0.51 | |
| hf.co/bartowski/Qwen2.5-Math-72B-Instruct-GGUF:Q4_K_M | 4.59 | 8 | 72.7 | 4 | 4 | 6.67 | 4.53 | 2.39 | 0.89 | |
| hf.co/bartowski/OpenGVLab_InternVL3_5-14B-GGUF:Q4_K_M | 4.57 | 41 | 14.8 | 4 | 40 | 7.22 | 4.19 | 1.59 | 1.08 | |
| llama3.2-vision:90b-instruct-q4_K_M | 4.50 | 7 | 87.7 | 4 | 128 | 5.61 | 4.79 | 3.78 | 0.65 | |
| nemotron:70b-instruct-q8_0 | 4.50 | 6 | 70.6 | 8 | 128 | 6.31 | 4.05 | 3.23 | 1.13 | |
| mistral-small3.2:24b-instruct-2506-q4_K_M | 4.49 | 25 | 24.0 | 4 | 128 | 5.73 | 4.74 | 3.38 | 1.02 | |
| hf.co/mistralai/Devstral-Small-2507_gguf:Q4_K_M | 4.46 | 25 | 23.6 | 4 | 128 | 6.24 | 4.41 | 2.69 | 1.03 | |
| qwen2.5:7b-instruct-q8_0 | 4.34 | 52 | 7.6 | 8 | 128 | 7.47 | 3.6 | 1.13 | 0.51 | |
| falcon3:7b-instruct-q8_0 | 4.34 | 53 | 7.5 | 8 | 32 | 6.76 | 3.91 | 2.16 | 0.36 | |
| hf.co/Tesslate/UIGEN-T2-7B-Q8_0-GGUF:Q8_0 | 4.34 | 52 | 7.62 | 8 | 32 | 5.73 | 3.99 | 3.99 | 0.52 | |
| hf.co/mradermacher/Viper-Coder-Hybrid-v1.3-GGUF:Q4_K_M | 4.32 | 39 | 14.8 | 4 | 128 | 6.44 | 4.45 | 1.83 | 0.46 | |
| hf.co/smirki/UIGEN-T1.1-Qwen-7B-Q4_K_M-GGUF:latest | 4.29 | 75 | 7.62 | 4 | 32 | 6.06 | 4.53 | 2.08 | 0.88 | |
| qwen2.5:7b-instruct-q4_K_M | 4.22 | 74 | 7.6 | 4 | 128 | 7.5 | 2.67 | 1.86 | 0.49 | |
| mistral-small3.1:24b-instruct-2503-q4_K_M | 4.15 | 23 | 24.0 | 4 | 128 | 5.31 | 4.38 | 3.07 | 1.0 | |
| hf.co/Tesslate/Synthia-S1-27b-Q4_K_M-GGUF:Q4_K_M | 4.07 | 20 | 27.0 | 4 | 128 | 6.78 | 2.21 | 3.19 | 0.53 | |
| hf.co/bartowski/WhiteRabbitNeo_WhiteRabbitNeo-V3-7B-GGUF:Q4_K_M | 4.06 | 71 | 7.62 | 4 | 32 | 6.43 | 3.36 | 2.01 | 0.8 | |
| hf.co/mradermacher/Sky-T1-mini-GGUF:Q4_K_M | 4.01 | 70 | 7.62 | 4 | 128 | 7.05 | 3.68 | 0.15 | 0.55 | |
| mistral-small:24b-instruct-2501-q4_K_M | 3.98 | 22 | 23.6 | 4 | 32 | 6.32 | 2.89 | 2.47 | 0.93 | |
| qwen2.5-coder:7b-instruct-q4_K_M | 3.98 | 70 | 7.6 | 4 | 32 | 4.76 | 4.7 | 2.87 | 0.87 | |
| hf.co/bartowski/Tesslate_Tessa-Rust-T1-7B-GGUF:Q4_K_M | 3.94 | 69 | 7.62 | 4 | 32 | 6.14 | 3.2 | 2.28 | 0.73 | |
| llama4:17b-scout-16e-instruct-q4_K_M | 3.93 | 5 | 109 | 4 | 10240 | 6.07 | 3.16 | 1.99 | 1.58 | |
| hf.co/bartowski/open-thoughts_OpenThinker-32B-GGUF:Q4_K_M | 3.90 | 16 | 32.8 | 4 | 32 | 4.2 | 4.22 | 3.28 | 2.95 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:8b-q4_k_m-no_think | 3.83 | 62 | 8.2 | 4 | 40 | 6.13 | 3.3 | 1.55 | 0.83 | |
| hf.co/mradermacher/Hermes-4-70B-GGUF:Q4_K_M | 3.76 | 7 | 70.6 | 4 | 128 | 4.95 | 4.07 | 2.21 | 1.15 | |
| phi4-reasoning:14b-plus-q4_K_M | 3.74 | 34 | 14.7 | 4 | 32 | 5.67 | 2.48 | 2.3 | 2.71 | |
| gemma3:27b | 3.73 | 18 | 27.4 | 4 | 128 | 7.15 | 0.14 | 3.8 | 0.64 | |
| hf.co/bartowski/HelpingAI_Helpingai3-raw-GGUF:Q4_K_M | 3.70 | 48 | 10.3 | 4 | 32 | 5.88 | 3.82 | 0.92 | 0.13 | |
| hf.co/bartowski/baidu_ERNIE-4.5-21B-A3B-PT-GGUF:Q4_K_M | 3.67 | 22 | 21.8 | 4 | 128 | 5.51 | 3.42 | 2.08 | 0.28 | |
| qwen3:4b-q4_K_M-no_think | 3.00 | 3.67 | 122 | 4.0 | 4 | 32 | 5.44 | 3.72 | 1.71 | 0.38 |
| gemma2:27b-instruct-q8_0 | 3.65 | 12 | 27.2 | 8 | 8 | 5.18 | 3.3 | 2.47 | 0.98 | |
| hf.co/bartowski/microsoft_Phi-4-reasoning-plus-GGUF:Q4_K_M | 3.63 | 33 | 14.7 | 4 | 32 | 4.36 | 4.76 | 1.93 | 0.72 | |
| hf.co/bartowski/Athene-70B-GGUF:Q4_K_M | 3.58 | 7 | 70.6 | 4 | 8 | 6.98 | 1.99 | 0.76 | 0.36 | |
| hf.co/bartowski/andrewzh_Absolute_Zero_Reasoner-Coder-7b-GGUF:Q4_K_M | 3.58 | 63 | 7.62 | 4 | 32 | 5.53 | 2.99 | 2.08 | 0.52 | |
| hf.co/mradermacher/Viper-Coder-HybridMini-v1.3-GGUF:Q4_K_M | 3.55 | 62 | 7.62 | 4 | 32 | 5.18 | 3.51 | 1.99 | 0.24 | |
| deepseek-coder:6.7b-instruct-q8_0 | 3.52 | 46 | 7.0 | 8 | 16 | 5.37 | 3.68 | 0.94 | 0.79 | |
| granite4:tiny-h | 3.48 | 67 | 6.9 | 4 | 1024 | 5.33 | 3.74 | 1.03 | 0.2 | |
| hf.co/bartowski/cognitivecomputations_Dolphin-Mistral-24B-Venice-Edition-GGUF:Q4_K_M | 3.43 | 19 | 24.0 | 4 | 32 | 4.78 | 3.2 | 2.18 | 1.21 | |
| hf.co/mradermacher/HelpingAI-3-GGUF:Q4_K_M | 3.38 | 44 | 10.3 | 4 | 32 | 5.8 | 2.82 | 1.09 | 0.0 | |
| hf.co/katanemo/Arch-Function-7B.gguf:Q4_K_M | 3.34 | 59 | 7.62 | 4 | 32 | 4.63 | 3.99 | 1.17 | 0.61 | |
| hf.co/bartowski/Yi-1.5-9B-Chat-GGUF:Q8_0 | 3.34 | 34 | 8.83 | 8 | 4 | 6.54 | 2.11 | 0.4 | 0.09 | |
| hf.co/lmstudio-community/Mistral-Small-24B-Instruct-2501-GGUF:Q4_K_M | 3.33 | 19 | 23.6 | 4 | 32 | 5.21 | 2.86 | 1.54 | 0.79 | |
| hf.co/internlm/internlm3-8b-instruct-gguf:Q4_K_M | 3.30 | 50 | 8.8 | 4 | 32 | 4.92 | 3.64 | 1.18 | 0.06 | |
| hf.co/bartowski/OpenGVLab_InternVL3_5-8B-GGUF:Q4_K_M | 3.22 | 52 | 8.19 | 4 | 32 | 5.69 | 2.38 | 1.0 | 0.25 | |
| opencoder:8b-instruct-q8_0 | 3.21 | 37 | 7.8 | 8 | 8 | 4.63 | 3.22 | 1.62 | 0.72 | |
| hf.co/mradermacher/Fathom-R1-14B-GGUF:Q4_K_M | 3.21 | 29 | 14.8 | 4 | 128 | 4.65 | 3.32 | 1.57 | 0.38 | |
| hf.co/lmstudio-community/INTELLECT-2-GGUF:Q4_K_M | 3.19 | 13 | 32.8 | 4 | 4.21 | 5.02 | ||||
| hf.co/mradermacher/Bespoke-Stratos-7B-GGUF:Q4_K_M | 3.16 | 55 | 7.62 | 4 | 32 | 4.72 | 2.67 | 2.26 | 0.23 | |
| hf.co/bartowski/simplescaling_s1-32B-GGUF:Q4_K_M | 3.11 | 13 | 32.8 | 4 | 32 | 4.33 | 2.29 | 2.78 | 1.4 | |
| gemma3:12b | 3.11 | 34 | 12.2 | 4 | 128 | 5.31 | 0.9 | 3.3 | 0.6 | |
| hf.co/bartowski/THUDM_GLM-4-9B-0414-GGUF:Q4_K_M | 3.11 | 44 | 9.4 | 4 | 32 | 4.87 | 3.0 | 1.18 | 0.23 | |
| qwen2.5-coder:3b-instruct-q4_K_M | 2.33 | 3.05 | 131 | 3.1 | 4 | 32 | 4.98 | 2.51 | 1.53 | 0.03 |
| exaone3.5:32b-instruct-q8_0 | 3.05 | 9 | 32.0 | 8 | 32 | 3.96 | 3.82 | 1.38 | 0.47 | |
| deepseek-r1:32b-qwen-distill-q4_K_M | 3.00 | 12 | 32.8 | 4 | 128 | 4.51 | 2.91 | 1.44 | 0.32 | |
| hf.co/bartowski/Qwen2.5-7B-Instruct-1M-GGUF:Q4_K_M | 2.97 | 52 | 7.62 | 4 | 128 | 6.55 | 0.0 | 1.63 | 0.24 | |
| hf.co/bartowski/google_gemma-3-27b-it-qat-GGUF:Q4_0 | 2.93 | 14 | 27.0 | 4 | 128 | 5.12 | 0.25 | 3.96 | 0.16 | |
| hf.co/mradermacher/medgemma-27b-text-it-GGUF:Q4_K_M | 2.84 | 14 | 27.0 | 4 | 5.41 | 0.0 | 3.22 | 0.31 | ||
| goekdenizguelmez/JOSIEFIED-Qwen3:4b-q4_0-no_think | 2.78 | 93 | 4.0 | 4 | 32 | 4.59 | 2.33 | 1.19 | 0.03 | |
| hf.co/bartowski/all-hands_openhands-lm-32b-v0.1-GGUF:Q4_K_M | 2.72 | 11 | 32.8 | 4 | 128 | 3.28 | 4.55 | 0.14 | 0.2 | |
| hf.co/mradermacher/MiniCPM4-8B-GGUF:Q4_K_M | 2.65 | 43 | 8.19 | 4 | 32 | 4.14 | 2.38 | 1.36 | 0.05 | |
| yi:34b-chat-v1.5-q4_K_M | 2.63 | 10 | 34.0 | 4 | 4 | 4.25 | 2.63 | 0.58 | 0.24 | |
| qwen2.5-coder:3b-instruct-q8_0 | 2.62 | 77 | 3.1 | 8 | 32 | 4.2 | 2.15 | 1.4 | 0.2 | |
| hf.co/bartowski/google_gemma-3-12b-it-qat-GGUF:Q4_0 | 2.55 | 29 | 11.8 | 4 | 128 | 4.64 | 0.68 | 2.42 | 0.08 | |
| yi:9b-chat-v1.5-q4_K_M | 2.54 | 38 | 9.0 | 4 | 4 | 4.04 | 2.71 | 0.39 | 0.33 | |
| hf.co/bartowski/soob3123_GrayLine-Qwen3-8B-GGUF:Q4_K_M-no_think | 2.48 | 40 | 8.19 | 4 | 3.82 | 2.19 | 1.03 | 0.91 | ||
| hf.co/bartowski/Yi-1.5-34B-Chat-GGUF:Q8_0 | 2.45 | 6 | 34.4 | 8 | 4 | 4.61 | 1.49 | 0.72 | 0.16 | |
| hf.co/bartowski/OpenGVLab_InternVL3_5-4B-GGUF:Q4_K_M | 2.33 | 70 | 4.41 | 4 | 32 | 2.75 | 3.43 | 0.83 | 0.34 | |
| exaone3.5:7.8b-instruct-q8_0 | 2.28 | 27 | 7.8 | 8 | 32 | 3.76 | 2.26 | 0.17 | 0.68 | |
| qwen3:235b-a22b-q4_K_M-think | 2.28 | 1 | 235.1 | 4 | 128 | 2.86 | 2.27 | 2.17 | 0.25 | |
| hf.co/bartowski/Skywork_Skywork-OR1-7B-GGUF:Q4_K_M | 2.27 | 43 | 7 | 4 | 128 | 3.72 | 2.6 | |||
| qwen:110b-chat-v1.5-q4_K_M | 2.25 | 3 | 111.0 | 4 | 32 | 3.63 | 1.84 | 0.76 | 0.92 | |
| phi3:14b-medium-128k-instruct-q8_0 | 2.24 | 15 | 14.0 | 8 | 128 | 4.21 | 1.55 | 0.42 | 0.04 | |
| hf.co/bartowski/THUDM_GLM-Z1-32B-0414-GGUF:Q4_K_M | 2.24 | 9 | 32.6 | 4 | 32 | 3.13 | 1.58 | 2.0 | 1.1 | |
| mlx-community/Ring-mini-2.0-4bit | 2.20 | 18 | 16.0 | 4 | 32 | 2.42 | 2.69 | 1.72 | 0.76 | |
| granite4:micro | 2.17 | 85 | 3.4 | 4 | 128 | 3.53 | 1.77 | 1.09 | 0.04 | |
| hf.co/jedisct1/MiMo-7B-RL-GGUF:Q4_K_M | 2.10 | 40 | 7 | 4 | 32 | 3.74 | 1.94 | 0.13 | 0.0 | |
| qwen2.5vl:7b-q4_K_M | 2.09 | 34 | 8.3 | 4 | 128 | 3.48 | 1.64 | 0.97 | 0.13 | |
| llama3.1:8b-instruct-q8_0 | 2.03 | 23 | 8.0 | 8 | 128 | 3.26 | 1.78 | 0.94 | 0.09 | |
| qwq:32b-q4_K_M | 2.02 | 8 | 32.8 | 4 | 128 | 2.51 | 1.75 | 1.32 | 2.25 | |
| tulu3:8b-q8_0 | 2.01 | 23 | 8.0 | 8 | 128 | 3.91 | 1.06 | 0.42 | 0.49 | |
| granite4:micro-h | 2.01 | 84 | 3.2 | 4 | 1024 | 3.27 | 1.79 | 0.77 | 0.14 | |
| qwen3:1.7b-q4_K_M-think | 1.50 | 1.97 | 131 | 2.0 | 4 | 32 | 3.97 | 0.94 | 0.48 | 0.04 |
| hf.co/bartowski/andrewzh_Absolute_Zero_Reasoner-Coder-3b-GGUF:Q4_K_M | 1.97 | 85 | 3.09 | 4 | 32 | 3.75 | 0.86 | 0.86 | 0.36 | |
| hf.co/bartowski/open-r1_OlympicCoder-7B-GGUF:Q4_K_M | 1.93 | 37 | 7.0 | 4 | 32 | 2.43 | 2.86 | 0.31 | 0.33 | |
| hf.co/bartowski/Alibaba-NLP_Tongyi-DeepResearch-30B-A3B-GGUF:Q4_K_M | 1.91 | 8 | 30.5 | 4 | 128 | 2.47 | 2.55 | 0.74 | 0.04 | |
| hf.co/bartowski/Yi-1.5-6B-Chat-GGUF:Q8_0 | 1.87 | 28 | 6.06 | 8 | 4 | 3.92 | 0.92 | 0.13 | 0.0 | |
| hf.co/mradermacher/olmOCR-7B-0725-GGUF:Q4_K_M | 1.81 | 32 | 7.62 | 4 | 128 | 3.66 | 0.65 | 0.74 | 0.03 | |
| hf.co/bartowski/Yi-1.5-6B-Chat-GGUF:Q4_K_M | 1.81 | 40 | 6.06 | 4 | 4 | 3.71 | 0.87 | 0.32 | 0.0 | |
| deepseek-llm:67b-chat-q4_K_M | 1.79 | 4 | 67.0 | 4 | 4 | 2.94 | 1.63 | 0.5 | 0.23 | |
| hf.co/katanemo/Arch-Function-3B.gguf:Q4_K_M | 1.76 | 76 | 3.09 | 4 | 32 | 2.81 | 1.55 | 0.66 | 0.43 | |
| qwen2.5:3b-instruct-q4_K_M | 1.70 | 73 | 3.1 | 4 | 128 | 2.95 | 1.35 | 0.56 | 0.05 | |
| deepseek-r1:70b-llama-distill-q4_K_M | 1.69 | 3 | 70.6 | 4 | 128 | 2.17 | 2.49 | 0.19 | 0.41 | |
| deepseek-r1:14b-qwen-distill-q4_K_M | 1.69 | 15 | 14.8 | 4 | 128 | 2.6 | 1.02 | 1.19 | 1.04 | |
| qwen2.5:3b | 1.67 | 72 | 3.1 | 4 | 128 | 2.95 | 1.35 | 0.42 | 0.05 | |
| llama3.2-vision:11b-instruct-q4_K_M | 1.67 | 23 | 9.8 | 4 | 128 | 3.13 | 1.21 | 0.21 | 0.11 | |
| hf.co/mradermacher/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M | 1.66 | 14 | 16.0 | 4 | 128 | 2.35 | 1.27 | 1.43 | 0.53 | |
| yi-coder:1.5b-chat-q4_K_M | 1.12 | 1.65 | 146 | 1.5 | 4 | 128 | 3.49 | 0.61 | 0.34 | 0.0 |
| gemma2:9b-instruct-q8_0 | 1.63 | 16 | 9.2 | 8 | 8 | 2.46 | 1.55 | 0.86 | 0.12 | |
| granite3.1-dense:8b-instruct-q8_0 | 1.59 | 18 | 8.2 | 8 | 128 | 2.73 | 1.55 | 0.16 | 0.03 | |
| hf.co/katanemo/Arch-Function-1.5B.gguf:Q4_K_M | 1.56 | 135 | 1.54 | 4 | 32 | 2.44 | 1.6 | 0.53 | 0.02 | |
| granite3.2:8b-instruct-q4_K_M | 1.50 | 24 | 8.2 | 4 | 128 | 2.53 | 1.43 | 0.3 | 0.0 | |
| codegemma:7b-instruct-v1.1-q4_K_M | 1.46 | 22 | 9.0 | 4 | 8 | 2.21 | 1.49 | 0.66 | 0.01 | |
| hf.co/mradermacher/olmOCR-7B-0825-GGUF:Q4_K_M | 1.46 | 26 | 7.62 | 4 | 128 | 2.65 | 0.99 | 0.36 | 0.33 | |
| exaone3.5:2.4b-instruct-q8_0 | 1.45 | 49 | 2.7 | 8 | 32 | 2.73 | 0.94 | 0.28 | 0.15 | |
| deepseek-r1:7b-qwen-distill-q4_K_M | 1.43 | 25 | 7.6 | 4 | 128 | 2.64 | 1.1 | 0.0 | 0.46 | |
| qwen2.5:3b-instruct-q8_0 | 1.43 | 42 | 3.1 | 8 | 128 | 2.87 | 0.59 | 0.44 | 0.18 | |
| opencoder:1.5b-instruct-q8_0 | 1.42 | 68 | 1.9 | 8 | 4 | 2.2 | 1.47 | 0.5 | 0.0 | |
| yi-coder:1.5b-chat-q8_0 | 1.36 | 83 | 1.5 | 8 | 128 | 2.32 | 1.17 | 0.42 | 0.0 | |
| cogito:8b-v1-preview-llama-q4_K_M | 1.34 | 22 | 8 | 4 | 128 | 2.32 | 1.02 | 0.54 | 0.0 | |
| qwen2.5-coder:1.5b-instruct-q4_K_M | 1.12 | 1.31 | 116 | 1.5 | 4 | 32 | 2.26 | 0.8 | 0.8 | 0.03 |
| mixtral:8x7b-instruct-v0.1-q4_K_M | 1.30 | 4 | 46.7 | 4 | 32 | 2.0 | 1.24 | 0.62 | 0.0 | |
| qwen2-math:7b-instruct-q8_0 | 1.28 | 15 | 7.6 | 8 | 4 | 2.49 | 0.95 | 0.02 | 0.0 | |
| dolphin3:8b-llama3.1-q8_0 | 1.27 | 14 | 8.0 | 8 | 128 | 2.3 | 0.89 | 0.26 | 0.31 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:1.7b-q4_0-think | 1.25 | 84 | 2.0 | 4 | 32 | 2.1 | 1.26 | 0.18 | 0.0 | |
| hf.co/mradermacher/MiniCPM4.1-8B-GGUF:Q4_K_M | 1.25 | 20 | 8.19 | 4 | 64 | 1.56 | 1.46 | 0.79 | 0.33 | |
| qwen2.5-coder:1.5b-instruct-q8_0 | 1.22 | 74 | 1.5 | 8 | 32 | 2.04 | 0.9 | 0.66 | 0.03 | |
| hf.co/mradermacher/Dolphin3.0-Llama3.1-8B-abliterated-GGUF:Q8_0 | 1.21 | 14 | 8.03 | 8 | 128 | 2.29 | 0.47 | 0.58 | 0.37 | |
| codegemma:7b-instruct-q8_0 | 1.19 | 12 | 9.0 | 8 | 8 | 1.84 | 1.27 | 0.39 | 0.0 | |
| gemma3:4b | 1.17 | 36 | 4.3 | 4 | 128 | 2.09 | 0.61 | 0.77 | 0.0 | |
| Bio-Medical-Llama-3-8B-GGUF:Q8_0 | 1.16 | 13 | 8.0 | 8 | 8 | 1.51 | 1.65 | 0.3 | 0.03 | |
| hf.co/mradermacher/HelpingAI-15B-GGUF:Q4_K_M | 1.16 | 10 | 15.3 | 4 | 4 | 2.42 | 0.64 | 0.0 | 0.0 | |
| falcon3:3b-instruct-q8_0 | 1.16 | 33 | 3.2 | 8 | 32 | 1.89 | 1.09 | 0.36 | 0.04 | |
| hf.co/TheDrummer/Rivermind-12B-v1-GGUF:Q4_K_M | 1.14 | 12 | 12.2 | 4 | 32 | 1.72 | 1.08 | 0.61 | 0.08 | |
| qwen2.5:1.5b-instruct-q8_0 | 1.14 | 69 | 1.5 | 8 | 128 | 2.07 | 0.82 | 0.29 | 0.06 | |
| deepseek-r1:8b-llama-distill-q4_K_M | 1.12 | 19 | 8.0 | 4 | 128 | 1.46 | 1.25 | 0.45 | 0.67 | |
| hf.co/bartowski/THUDM_GLM-Z1-9B-0414-GGUF:Q4_K_M | 1.08 | 15 | 9.4 | 4 | 32 | 0.99 | 1.74 | 0.57 | 0.51 | |
| qwen2.5vl:3b-q4_K_M | 1.07 | 38 | 3.8 | 4 | 128 | 1.88 | 0.61 | 0.69 | 0.01 | |
| hf.co/bartowski/nvidia_Llama-3.1-Nemotron-Nano-4B-v1.1-GGUF:Q4_K_M | 1.07 | 32 | 4.51 | 4 | 128 | 2.59 | 0.1 | 0.03 | 0.0 | |
| granite3.3:2b | 1.04 | 69 | 2.0 | 4 | 128 | 2.19 | 0.54 | 0.02 | 0.0 | |
| openchat:7b-v3.5-q8_0 | 1.02 | 13 | 7.0 | 8 | 8 | 1.62 | 1.21 | 0.06 | 0.0 | |
| hf.co/bartowski/Zyphra_ZR1-1.5B-GGUF:Q4_K_M | 1.12 | 1.02 | 90 | 1.5 | 4 | 128 | 1.64 | 0.34 | 1.04 | 0.51 |
| granite3.3:8b | 0.98 | 16 | 8.0 | 4 | 128 | 1.67 | 0.78 | 0.25 | 0.27 | |
| gemma3n:e2b | 0.97 | 29 | 4.5 | 4 | 8 | 2.21 | 0.23 | 0.11 | 0.0 | |
| codellama:34b-instruct-q4_K_M | 0.93 | 4 | 34.0 | 4 | 16 | 1.29 | 0.99 | 0.56 | 0.04 | |
| gemma3n:e4b | 0.92 | 18 | 6.9 | 4 | 32 | 2.04 | 0.0 | 0.5 | 0.0 | |
| exaone-deep:7.8b-q4_K_M | 0.90 | 15 | 7.8 | 4 | 32 | 1.83 | 0.4 | 0.24 | 0.0 | |
| qwen:32b-chat-v1.5-q4_K_M | 0.90 | 4 | 33.0 | 4 | 32 | 1.54 | 0.81 | 0.13 | 0.12 | |
| yi:6b-chat-v1.5-q4_K_M | 0.89 | 20 | 6.0 | 4 | 4 | 0.79 | 1.48 | 0.62 | 0.01 | |
| qwen2.5:1.5b-instruct-q4_K_M | 1.12 | 0.88 | 79 | 1.5 | 4 | 128 | 1.94 | 0.26 | 0.15 | 0.0 |
| hf.co/bartowski/open-r1_OlympicCoder-32B-GGUF:Q4_K_M | 0.88 | 4 | 32.8 | 4 | 32 | 1.54 | 0.32 | 0.58 | 0.53 | |
| hf.co/allenai/OLMo-2-0325-32B-Instruct-GGUF:Q4_0 | 0.86 | 4 | 32.2 | 4 | 4 | 1.32 | 0.77 | 0.51 | 0.0 | |
| deepcoder:1.5b-preview-q4_K_M | 1.12 | 0.82 | 73 | 1.5 | 4 | 128 | 1.93 | 0.15 | 0.0 | 0.08 |
| hf.co/bartowski/OpenGVLab_InternVL3_5-2B-GGUF:Q4_K_M | 0.82 | 54 | 2.03 | 4 | 40 | 1.54 | 0.57 | 0.12 | 0.12 | |
| mixtral:8x7b-instruct-v0.1-q8_0 | 0.82 | 2 | 46.7 | 8 | 32 | 1.44 | 0.65 | 0.23 | 0.0 | |
| hf.co/bartowski/google_gemma-3-4b-it-qat-GGUF:Q4_0 | 0.81 | 28 | 3.88 | 4 | 128 | 1.74 | 0.35 | 0.03 | 0.03 | |
| hf.co/mradermacher/HelpingAI-9B-GGUF:Q4_K_M | 0.78 | 12 | 8.83 | 4 | 4 | 1.64 | 0.41 | 0.0 | 0.0 | |
| qwen3:1.7b-q4_K_M-no_think | 0.77 | 51 | 2.0 | 4 | 32 | 1.08 | 0.99 | 0.18 | 0.0 | |
| hf.co/LiquidAI/LFM2-2.6B-GGUF:Q4_K_M | 0.76 | 39 | 2.57 | 4 | 32 | 1.86 | 0.04 | 0.0 | 0.0 | |
| hf.co/bartowski/OpenThinker-7B-GGUF:Q4_K_M | 0.75 | 13 | 7.62 | 4 | 32 | 0.88 | 0.77 | 0.53 | 0.62 | |
| exaone-deep:32b-q4_K_M | 0.70 | 3 | 32.0 | 4 | 32 | 0.93 | 0.66 | 0.36 | 0.53 | |
| command-r7b:7b-12-2024-q4_K_M | 0.68 | 11 | 8.0 | 4 | 128 | 1.54 | 0.03 | 0.26 | 0.04 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:4b-q4_0-think | 0.68 | 23 | 4.0 | 4 | 40 | 0.97 | 0.84 | 0.18 | 0.0 | |
| llama3.2:3b | 0.66 | 28 | 3.2 | 4 | 128 | 1.42 | 0.18 | 0.21 | 0.0 | |
| olmo2:13b-1124-instruct-q4_K_M | 0.66 | 6 | 13.7 | 4 | 4 | 1.59 | 0.06 | 0.01 | 0.03 | |
| internlm2:7b-chat-v2.5-q4_K_M | 0.66 | 11 | 7.7 | 4 | 32 | 1.1 | 0.41 | 0.47 | 0.0 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:1.7b-q4_0-no_think | 0.64 | 43 | 2.0 | 4 | 32 | 1.42 | 0.25 | 0.01 | 0.0 | |
| hf.co/bartowski/agentica-org_DeepScaleR-1.5B-Preview-GGUF:Q4_K_M | 0.64 | 48 | 1.78 | 4 | 128 | 1.28 | 0.4 | 0.03 | 0.05 | |
| qwen:72b-chat-v1.5-q4_K_M | 0.64 | 1 | 72.0 | 4 | 32 | 0.94 | 0.78 | 0.13 | 0.0 | |
| olmo2:7b-1124-instruct-q4_K_M | 0.60 | 11 | 7.3 | 4 | 4 | 1.42 | 0.08 | 0.02 | 0.0 | |
| hf.co/mradermacher/GLM-4.5-Air-GGUF:Q2_K | 0.59 | 0 | 110.0 | 2 | 128 | 0.64 | 0.35 | 0.93 | 0.42 | |
| qwen2.5:0.5b-instruct-q8_0 | 0.55 | 0.57 | 104 | 0.5 | 8 | 128 | 1.33 | 0.0 | 0.21 | 0.0 |
| deepcoder:14b-preview-q4_K_M | 0.57 | 5 | 14.8 | 4 | 128 | 1.03 | 0.33 | 0.28 | 0.0 | |
| hf.co/mradermacher/Seed-Coder-8B-Reasoning-GGUF:Q4_K_M | 0.54 | 9 | 8.25 | 4 | 1.06 | 0.38 | 0.0 | 0.03 | ||
| internlm2:1.8b-chat-v2.5-q4_K_M | 0.51 | 36 | 1.9 | 4 | 32 | 1.24 | 0.06 | 0.0 | 0.0 | |
| granite3.1-dense:2b-instruct-q8_0 | 0.50 | 18 | 2.5 | 8 | 128 | 1.07 | 0.11 | 0.2 | 0.0 | |
| llama3.2:latest | 0.49 | 20 | 3.21 | 4 | 128 | 0.99 | 0.18 | 0.21 | 0.0 | |
| exaone-deep:2.4b-q4_K_M | 0.48 | 24 | 2.7 | 4 | 32 | 0.88 | 0.32 | 0.04 | 0.28 | |
| codellama:13b-instruct-q4_K_M | 0.48 | 5 | 13.0 | 4 | 16 | 0.52 | 0.84 | 0.05 | 0.08 | |
| hf.co/openbmb/MiniCPM-o-2_6-gguf:Q4_K_M | 0.48 | 8 | 7.61 | 4 | 32 | 1.03 | 0.19 | 0.04 | 0.0 | |
| hf.co/trillionlabs/Trillion-7B-preview-GGUF:Q4_K_M | 0.47 | 8 | 7.53 | 4 | 4 | 0.98 | 0.09 | 0.21 | 0.11 | |
| smallthinker:3b-preview-q4_K_M | 0.47 | 18 | 3.4 | 4 | 128 | 0.98 | 0.25 | 0.0 | 0.0 | |
| deepseek-r1:1.5b-qwen-distill-q4_K_M | 0.46 | 34 | 1.8 | 4 | 128 | 0.87 | 0.24 | 0.03 | 0.37 | |
| cogito:3b-v1-preview-llama-q4_K_M | 0.46 | 19 | 3.21 | 4 | 128 | 0.94 | 0.25 | 0.04 | 0.03 | |
| hf.co/LiquidAI/LFM2-2.6B-GGUF:Q8_0 | 0.46 | 16 | 2.57 | 8 | 32 | 0.94 | 0.24 | 0.04 | 0.0 | |
| hf.co/TheBloke/Yi-34B-Chat-GGUF:Q4_K_M | 0.44 | 2 | 34.4 | 4 | 4 | 0.67 | 0.56 | 0.03 | 0.0 | |
| granite3.2:2b-instruct-q4_K_M | 0.42 | 23 | 2.5 | 4 | 128 | 0.85 | 0.16 | 0.15 | 0.05 | |
| mistral:7b-instruct-q4_K_M | 0.41 | 8 | 7.0 | 4 | 32 | 0.48 | 0.71 | 0.04 | 0.0 | |
| smallthinker:3b-preview-q8_0 | 0.41 | 11 | 3.4 | 8 | 128 | 0.81 | 0.19 | 0.03 | 0.19 | |
| phi:2.7b-chat-v2-q4_K_M | 0.39 | 17 | 3.0 | 4 | 2 | 0.91 | 0.07 | 0.0 | 0.0 | |
| vicuna:33b-q4_K_M | 0.38 | 2 | 30.0 | 4 | 2 | 0.9 | 0.06 | 0.0 | 0.0 | |
| granite3.1-moe:3b-instruct-q8_0 | 0.35 | 10 | 3.3 | 8 | 128 | 0.8 | 0.03 | 0.11 | 0.03 | |
| hf.co/bartowski/nvidia_Llama-3_3-Nemotron-Super-49B-v1_5-GGUF:Q4_K_M | 0.32 | 1 | 49.9 | 4 | 128 | 0.79 | ||||
| qwen3:0.6b-q4_K_M-think | 0.28 | 50 | 0.75163 | 4 | 32 | 0.53 | 0.0 | 0.36 | 0.0 | |
| hf.co/bartowski/UwU-7B-Instruct-GGUF:Q8_0 | 0.27 | 3 | 7.62 | 8 | 128 | 0.27 | 0.54 | 0.0 | 0.0 | |
| qwen2-math:1.5b-instruct-q8_0 | 0.27 | 16 | 1.5 | 8 | 4 | 0.65 | 0.03 | 0.0 | 0.0 | |
| gemma2:2b-instruct-q8_0 | 0.23 | 8 | 2.6 | 8 | 8 | 0.39 | 0.22 | 0.03 | 0.0 | |
| qwen3:0.6b-q4_K_M-no_think | 0.22 | 39 | 0.75 | 4 | 32 | 0.48 | 0.1 | 0.0 | 0.0 | |
| hf.co/allenai/OLMoE-1B-7B-0125-Instruct-GGUF:Q4_K_M | 0.22 | 4 | 6.92 | 4 | 2 | 0.51 | 0.04 | 0.01 | 0.0 | |
| openbmb/minicpm-v4:4b | 0.21 | 8 | 3.6 | 4 | 32 | 0.52 | 0.0 | 0.01 | 0.0 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:0.6b-q4_0-think | 0.21 | 37 | 0.75163 | 4 | 40 | 0.49 | 0.04 | 0.0 | 0.0 | |
| codellama:7b-instruct-q4_K_M | 0.21 | 4 | 7.0 | 4 | 16 | 0.33 | 0.03 | 0.33 | 0.01 | |
| deepseek-llm:7b-chat-q8_0 | 0.20 | 3 | 7.0 | 8 | 4 | 0.46 | 0.06 | 0.0 | 0.0 | |
| hf.co/QuantFactory/HelpingAI-3B-coder-GGUF:Q4_K_M | 0.20 | 8 | 3.48 | 4 | 128 | 0.31 | 0.22 | 0.0 | 0.1 | |
| goekdenizguelmez/JOSIEFIED-Qwen3:0.6b-q4_0-no_think | 0.20 | 35 | 0.75163 | 4 | 40 | 0.49 | 0.0 | 0.01 | 0.0 | |
| llama3.2:1b-instruct-q4_K_M | 0.18 | 14 | 1.2 | 8 | 128 | 0.41 | 0.06 | 0.0 | 0.0 | |
| hf.co/mradermacher/Qwen3-0.6B-Code-Expert-GGUF:Q4_K_M-no_think | 0.45 | 0.18 | 39 | 0.596 | 4 | 40 | 0.44 | 0.0 | 0.0 | 0.0 |
| phi3:3.8b | 0.17 | 6 | 3.8 | 4 | 128 | 0.39 | 0.04 | 0.03 | 0.0 | |
| hf.co/bartowski/Qwen2-VL-72B-Instruct-GGUF:Q4_K_M | 0.16 | 0 | 72.7 | 4 | 32 | 0.31 | 0.0 | 0.08 | 0.16 | |
| hf.co/bartowski/OpenGVLab_InternVL3_5-1B-GGUF:Q4_K_M | 0.15 | 27 | 0.752 | 4 | 40 | 0.36 | 0.03 | 0.01 | 0.0 | |
| gemma3:1b | 0.15 | 20 | 1.0 | 4 | 32 | 0.13 | 0.33 | 0.0 | 0.0 | |
| qwen2.5-coder:0.5b-instruct-q4_K_M | 0.38 | 0.15 | 40 | 0.5 | 4 | 32 | 0.36 | 0.01 | 0.01 | 0.0 |
| qwen2.5:0.5b-instruct-q4_K_M | 0.38 | 0.15 | 39 | 0.5 | 4 | 128 | 0.36 | 0.0 | 0.01 | 0.0 |
| qwen2.5-coder:0.5b-instruct-q8_0 | 0.14 | 26 | 0.5 | 8 | 32 | 0.33 | 0.01 | 0.03 | 0.0 | |
| llama2:70b-chat-q4_K_M | 0.14 | 0 | 69.0 | 4 | 4 | 0.31 | 0.03 | 0.01 | 0.03 | |
| llama3.2:1b-instruct-q8_0 | 0.13 | 10 | 1.2 | 8 | 128 | 0.28 | 0.06 | 0.0 | 0.0 | |
| hf.co/mradermacher/MediPhi-Instruct-GGUF:Q4_K_M | 0.13 | 4 | 3.82 | 4 | 128 | 0.31 | 0.01 | 0.0 | 0.0 | |
| hf.co/bartowski/google_gemma-3-1b-it-qat-GGUF:Q4_0 | 0.12 | 17 | 1.0 | 4 | 32 | 0.29 | 0.03 | 0.0 | 0.0 | |
| falcon:7b-instruct-q4_0 | 0.11 | 2 | 7.0 | 4 | 2 | 0.28 | 0.0 | 0.0 | 0.0 | |
| falcon:40b-instruct-q4_0 | 0.11 | 0 | 40.0 | 4 | 2 | 0.07 | 0.0 | 0.42 | 0.0 | |
| hf.co/LiquidAI/LFM2-1.2B-GGUF:Q4_K_M | 0.11 | 12 | 1.17 | 4 | 32 | 0.25 | 0.03 | 0.0 | 0.0 | |
| phi4-mini:3.8b-q4_K_M | 0.11 | 4 | 3.8 | 4 | 128 | 0.23 | 0.04 | 0.01 | 0.0 | |
| falcon3:1b-instruct-q8_0 | 0.10 | 5 | 1.7 | 8 | 8 | 0.25 | 0.0 | 0.0 | 0.0 | |
| hf.co/mradermacher/MiniCPM4-0.5B-GGUF:Q4_K_M | 0.33 | 0.10 | 30 | 0.434 | 4 | 0.23 | 0.02 | 0.0 | 0.0 | |
| granite3.1-moe:1b-instruct-q8_0 | 0.10 | 7 | 1.3 | 8 | 128 | 0.24 | 0.0 | 0.0 | 0.0 | |
| qwen:14b-chat-v1.5-q4_K_M | 0.08 | 1 | 14.0 | 4 | 32 | 0.15 | 0.0 | 0.08 | 0.0 | |
| hf.co/bartowski/burtenshaw_GemmaCoder3-12B-GGUF:Q4_K_M | 0.06 | 1 | 11.8 | 4 | 128 | 0.04 | 0.14 | 0.03 | 0.0 | |
| qwen:1.8b-chat-v1.5-q4_K_M | 0.06 | 4 | 2.0 | 4 | 32 | 0.0 | 0.0 | 0.0 | 0.62 | |
| hf.co/LiquidAI/LFM2-350M-GGUF:Q4_K_M | 0.27 | 0.06 | 21 | 0.354 | 4 | 32 | 0.14 | 0.0 | 0.0 | 0.0 |
| hf.co/mradermacher/MiMo-VL-7B-RL-GGUF:Q4_K_M-no_think | 0.06 | 1 | 7.62 | 4 | 128 | 0.14 | 0.0 | 0.0 | 0.0 | |
| hf.co/sizzlebop/Holo1-7B-Q4_K_M-GGUF | 0.05 | 1 | 7.0 | 4 | 128 | 0.13 | 0.0 | 0.0 | 0.0 | |
| vicuna:13b-q4_K_M | 0.04 | 0 | 13.0 | 4 | 2 | 0.09 | 0.01 | 0.0 | 0.0 | |
| granite3.2-vision:2b-q4_K_M | 0.04 | 2 | 2.5 | 4 | 16 | 0.07 | 0.03 | 0.0 | 0.0 | |
| vicuna:13b-v1.5-16k-q4_K_M | 0.03 | 0 | 13.0 | 4 | 2 | 0.06 | 0.03 | 0.0 | 0.0 | |
| qwen2:0.5b-instruct-q8_0 | 0.03 | 5 | 0.494 | 8 | 32 | 0.07 | 0.0 | 0.0 | 0.0 | |
| starcoder2:3b | 0.03 | 1 | 3.0 | 4 | 16 | 0.07 | 0.0 | 0.0 | 0.0 | |
| llama2:13b-chat-q4_K_M | 0.03 | 0 | 13.0 | 4 | 4 | 0.06 | 0.01 | 0.0 | 0.0 | |
| hf.co/mradermacher/Holo1-3B-GGUF:Q4_K_M | 0.03 | 1 | 3.09 | 4 | 128 | 0.06 | 0.0 | 0.0 | 0.03 | |
| vicuna:7b-v1.5-16k-q4_K_M | 0.01 | 0 | 7.0 | 4 | 4 | 0.03 | 0.0 | 0.0 | 0.0 | |
| qwen:7b-chat-v1.5-q4_K_M | 0.01 | 0 | 8.0 | 4 | 32 | 0.02 | 0.0 | 0.0 | 0.03 | |
| deepseek-coder:1.3b-instruct-q8_0 | 0.01 | 1 | 1.0 | 8 | 16 | 0.0 | 0.02 | 0.0 | 0.0 | |
| gemma3:270m | 0.00 | 1 | 0.27 | 8 | 32 | 0.01 | 0.0 | 0.0 | 0.0 | |
| hf.co/allenai/OLMo-2-0425-1B-Instruct-GGUF:Q4_K_M | 0.00 | 0 | 1.48 | 4 | 4 | 0.01 | 0.0 | 0.0 | 0.0 | |
| llama2:7b-chat-q4_K_M | 0.00 | 0 | 7.0 | 4 | 4 | 0.01 | 0.0 | 0.0 | 0.0 | |
| deepseek-r1:8b-0528-qwen3-q4_K_M | 0.00 | 0 | 8.2 | 4 | 160 | 0.01 | 0.0 | 0.0 | 0.0 | |
| phi4-mini-reasoning:3.8b-q4_K_M | 0.00 | 0 | 3.8 | 4 | 128 | 0.0 | 0.0 | 0.0 | 0.0 | |
| smollm:135m-instruct-v0.2-q8_0 | 0.15 | 0.00 | 0 | 0.135 | 8 | 2 | 0.0 | 0.0 | 0.0 | 0.0 |
| smollm:1.7b-instruct-v0.2-q8_0 | 0.00 | 0 | 1.7 | 8 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | |
| smollm:360m-instruct-v0.2-q8_0 | 0.00 | 0 | 0.36 | 8 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | |
| qwen:0.5b-chat-v1.5-q4_K_M | 0.00 | 0 | 0.62 | 4 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | |
| qwen:4b-chat-v1.5-q4_K_M | 0.00 | 0 | 4.0 | 4 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | |
| codegemma:2b-code-v1.1-q4_K_M | 0.00 | 0 | 3.0 | 4 | 0.0 | 0.0 | 0.0 | 0.0 | ||
| vicuna:7b-q4_K_M | 0.00 | 0 | 7.0 | 4 | 0.0 | 0.0 | 0.0 | 0.0 |
This shows that even very small models like the llama3.2 model has a two-fold super-human performance at solving those problems.
Solving specific tasks by coding programs requires a high degree of accuracy and efficiency. Challenging problems, such as those presented by Project Euler, test whether a person (or an AI system) can comprehend complex problems and translate that understanding into effective solutions.
Because the Project Euler has statistics about the number of solved problems we have the ability to compute the likelihod for a human to solve the problem. The given counts of course also reflect several other causes for not solving the problem (not enough interest, not enough time, not visible at the time the contestant has subscribed to the project) which cannot be easily integrated into our measurement method; however Project Euler started 2015 with more than 160 problems so it is feasable to select only the first 100 problems for the PE-Bench-Python-100 benchmark.
We create the benchmark with the following concept:
- We have a fixed number of
participants = 1325386and a number of participants who solved each problemsolved_by - Each Problem has a specific likelihood to be solved, which is
percentage_solved = solved_by / participants(must be multiplied with 100 to get the percentage number) - Each Problem gets a number of points assigned that a participants gets as score, which is
points = participants / solved_by
So this leads to the effect, that an average person can solve each problem with an performance indicator of 1 (percentage_solved * points).
Therefore the average number of points for solving 100 problems is also 1. This gives us a nice baseline for human performance.
The data is scraped from the Project Euler web page and from other sources:
python3 problems_scraper.py
This loads all problems from https://projecteuler.net/ and stores them intoo the problems folder.
python3 solutions_scraper.py
This loads all solutions from https://raw.githubusercontent.com/lucky-bai/projecteuler-solutions/refs/heads/master/Solutions.md
and combines them with the number of solutions that users have submitted from https://projecteuler.net/archives
The result is stored in solutions.json. There also the data is enrichted with percentage_solved and points.
If we ask a LLM to solve 100 problems, add the achieved points for each correctly solved problem and divide it by 100, we get the performance
number for that LLM which compares to human performance by that average number. A performance value of 2 would mean "two-fold super-human performance".
In our test, small models like "llama3.2" already have that super-human performance.
A performance number over 1 indicates a super-human performance. It turns out that almost all LLMs have super-human performance.
The score used for the benchmark is computed in three steps:
For a given model and a given programming language, we loop over all (or 1..100) problems within the problems directory and perform the following task:
- load the problem description, i.e. from
problems/0001.txt - insert the problem description into a prompt template, i.e. from
templates/template_python.md - sending the resulting prompt to the selected LLM model using an api call to the openai-api
/v1/chat/completionsendpoint - storing the answer from the model into `solutions/<model_name>//0001.md
This results in 100 answer files. This can be done calling
python3 inference.py --model <model_name>
Code is embedded into code blocks of the answer of the llm. We want to extract this in such a way, that a code interpreter can execute the file directly. This is done with the script
python3 codeextraction.py --model <model_name>
Finally the code is executed within a protected environment. This is done with
python3 execute.py --model <model_name>
where the python code is executed within. The resulting output line is truncated, only the last line is used. That line is compared
to the actual solution from the solutions.json file. The process does the code execution for all 100 problem solutions and adds up all the
points for the corresponding problem. This sum is divided by 100 and is the final score for the model.
As a preparation step for the tests, we must download the test cases from project euler with this script:
python3 problems_scraper.py
All over 900 tests are then stored in the problems folder. For our 100-bench-series, we use only the first 100.
We give here a very short instruction on how to set-up llama.cpp or ollama. You can also of course use LMstudio, vllm or any other engine that supports the openai api
Llama.cpp has lots of tools, one of them is a openai-api compatible server, simply called "server". You can build from source with:
cmake --build build --config Release -t llama-server
The server application then can be started with
build/bin/llama-server -c 32768
As default setting for the context length, we use 32k. This also starts a chat interface at http://localhost:8080 This server has Model Management, that means you can dynamically load more models into its own model store, like
curl -X POST http://localhost:8080/models/load -H "Content-Type: application/json" -d '{"model": "my-model.gguf"}'
or delete a model with
curl -X POST http://localhost:8080/models/unload -H "Content-Type: application/json" -d '{"model": "my-model.gguf"}'
The model storage location is system-specific, on a mac you find it at ~/Library/Cache/llama.cpp/.
If you want to start the server with a pre-loaded model, run
build/bin/llama-server -c 32768
Ollama comes easy-to-install with a desktop application which itself installs a command-line applications ollama.
You then have commands like:
ollama ls
ollama ps
ollama run <model-name>
ollama pull <model-name>
ollama rm <model-name>
Ollama may be easy to use, but it sometimes takes a long time until they support the latest model architectures. They also apply download limitations, so you will not be able to load as many models as you want.
To run a test (i.e. for the model athene-v2:72b-q8_0), the following command sequence is required:
python3 inference.py --language python --model athene-v2:72b-q8_0
python3 codeextraction.py --language python --model athene-v2:72b-q8_0
python3 execute.py --language python --model athene-v2:72b-q8_0
However, it is not convenient to do so, instead you can also call
python3 test.py --language python --model athene-v2:72b-q8_0
That computes all steps and updates the solutions.json file.
You can also call
python3 test.py --language python --allmodels --skip_existing
which loads the list of models from the openai api and iterates over all available models. This will take some time, if you have a large model collection, maybe this takes longer than a week.
This work (code and benchmark results) is licensed by Michael Christen under the Apache License Version 2.0, January 2004