Code Generation on OlmoBaseEval Code, BigCodeBench, HumanEval, DeepSeek LeetCode, DS 1000, MBPP, MultiPL
54.9OlmoBaseEval Code ScoreSeed 36B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Seed 36BModel Category=Open-weight, Number of Parameters=36B2025.12 | 54.9 | 50.7 | 71.3 | 13 | 44 | 72 | 69.2 | 63.8 | |
| Qwen 2.5 32BModel Category=Open-weight, Number of Parameters=32B2025.12 | 48.3 | 48.1 | 65.6 | 8 | 43.3 | 69.8 | 49.7 | 53.6 | |
| Nemo. 3 Nano# Parameters=30B A3B, # Train Tokens=25T, Train Compute (10^23 FLOPs)=5.42026.04 | 47.3 | 45.7 | 77.1 | 10.1 | 33.3 | 66.4 | 48.3 | 50 | |
| Qwen 3# Parameters=8B, # Train Tokens=36T, Train Compute (10^23 FLOPs)=17.32026.04 | 46.2 | 43.1 | 71.2 | 8.8 | 33.3 | 65.8 | 52.5 | 48.5 | |
| Qwen2 7BOpenness=Open-weight, Parameters=7B2025.12 | 46.1 | 42.5 | 71.7 | 8.3 | 33.1 | 66.2 | 52.3 | 48.4 | |
| Falcon H1# Parameters=7B, # Train Tokens=12T, Train Compute (10^23 FLOPs)=5.52026.04 | 45.3 | 40.5 | 61 | 3.5 | 29 | 63.5 | 59.7 | 59.8 | |
| Nemo-Nano 9BOpenness=Open-weight, Parameters=9B2025.12 | 43.1 | 43.2 | 71.7 | 6.8 | 30.3 | 62.3 | 40 | 47.5 | |
| Mistral 3.1 24BModel Category=Open-weight, Number of Parameters=24B2025.12 | 42.4 | 46.4 | 65.5 | 0.1 | 36.3 | 61.9 | 39 | 47.7 | |
| Gemma 3 27BModel Category=Open-weight, Number of Parameters=27B2025.12 | 41.6 | 44 | 62.1 | 5.8 | 34.3 | 60 | 37.7 | 47.2 | |
| Qwen 2.5 7BOpenness=Open-weight, Parameters=7B2025.12 | 41 | 39.7 | 66.1 | 5.1 | 35.2 | 55.4 | 40.3 | 45.4 | |
| Gemma 2 27BModel Category=Open-weight, Number of Parameters=27B2025.12 | 41 | 43.4 | 57.5 | 4.7 | 29.7 | 61.7 | 40.3 | 49.7 | |
| Olmo 3 32BModel Category=Fully-open, Number of Parameters=32B2025.12 | 39.7 | 43.7 | 65.8 | 2 | 29.4 | 59.6 | 36 | 41.5 | |
| Nemotron-H# Parameters=8B, # Train Tokens=15T, Train Compute (10^23 FLOPs)=7.22026.04 | 37.1 | 40.3 | 60.1 | 4.1 | 24.7 | 58 | 32.3 | 40.2 | |
| Llama 3.1 70BModel Category=Open-weight, Number of Parameters=70B2025.12 | 36.3 | 43.4 | 57.4 | 0.2 | 29.5 | 55.5 | 32.2 | 35.9 | |
| MiMo 7BOpenness=Open-weight, Parameters=7B2025.12 | 35.7 | 38.3 | 57 | 1.2 | 28.1 | 48.3 | 34.5 | 42.5 | |
| LLM 360 K2V2 70BModel Category=Fully-open, Number of Parameters=70B2025.12 | 35.2 | 39.8 | 51.2 | 2.3 | 25.4 | 53.5 | 31.3 | 42.8 | |
| Olmo Hybrid# Parameters=7B, # Train Tokens=6T, Train Compute (10^23 FLOPs)=2.6, Decoding Settings=--disable-cascade-attn, --enforce-eager2026.04 | 32.4 | 35.1 | 49 | 2.2 | 21.1 | 50.3 | 29.4 | 39.5 | |
| Olmo 3# Parameters=7B, # Train Tokens=6T, Train Compute (10^23 FLOPs)=2.6, Decoding Settings=--disable-cascade-attn, --enforce-eager2026.04 | 30.9 | 34.8 | 49 | 1.5 | 20.6 | 43.6 | 28.8 | 38.3 | |
| Marin 32BModel Category=Fully-open, Number of Parameters=32B2025.12 | 30.8 | 34.5 | 52.3 | 1.3 | 26.3 | 52.1 | 18.5 | 30.5 | |
| Olmo 3 7BOpenness=Fully-open, Parameters=7B2025.12 | 30.7 | 34.1 | 49.1 | 1.4 | 20.2 | 43.6 | 28.7 | 38.2 | |
| Kimi Linear# Parameters=48B A3B, # Train Tokens=6T, Train Compute (10^23 FLOPs)=1.02026.04 | 30.3 | 44.5 | 72.4 | 1.1 | 34.3 | 58.3 | 1.1 | 0.6 | |
| Gemma 2 9BOpenness=Open-weight, Parameters=9B2025.12 | 30.2 | 30.9 | 40 | 1.9 | 23.4 | 49.1 | 27.9 | 38.2 | |
| Recurr. Gemma# Parameters=9B, # Train Tokens=2T, Train Compute (10^23 FLOPs)=1.02026.04 | 23.7 | 20.2 | 34.5 | 0.6 | 19.1 | 33.7 | 21.6 | 36.4 | |
| Apertus 70BModel Category=Fully-open, Number of Parameters=70B2025.12 | 23.3 | 24 | 32.5 | 1.2 | 17.8 | 37.6 | 18.4 | 31.3 | |
| Marin 8BOpenness=Fully-open, Parameters=8B2025.12 | 21.4 | 21.5 | 31.6 | 0.5 | 16.5 | 36.5 | 15.6 | 27.6 | |
| Llama 3.1 8BOpenness=Open-weight, Parameters=8B2025.12 | 21.2 | 30.7 | 40.4 | 0.1 | 22.2 | 12.1 | 14.5 | 28.3 | |
| OLMo 2 32BModel Category=Fully-open, Number of Parameters=32B2025.12 | 20.5 | 22.2 | 29.4 | 0.8 | 20.4 | 37.1 | 10.5 | 23.2 | |
| Gaperon 24BModel Category=Fully-open, Number of Parameters=24B2025.12 | 19.4 | 17 | 31.2 | 0 | 11 | 36.7 | 13 | 26.5 | |
| Apertus 8BOpenness=Fully-open, Parameters=8B2025.12 | 19 | 20.9 | 21.6 | 0.6 | 11.8 | 33.5 | 15.5 | 29.2 | |
| Granite 3.3 8BOpenness=Open-weight, Parameters=8B2025.12 | 18 | 0.4 | 0 | 0 | 22.6 | 48.5 | 22.3 | 32.3 | |
| Gaperon 8BOpenness=Fully-open, Parameters=8B2025.12 | 16.1 | 13 | 24.5 | 0 | 9.1 | 29.3 | 12.1 | 24.6 | |
| Falcon Mamba# Parameters=7B, # Train Tokens=6T, Train Compute (10^23 FLOPs)=2.52026.04 | 14.6 | 0.2 | 0.1 | 0.1 | 16.3 | 37.5 | 15.7 | 32.1 | |
| OLMo 2 7BOpenness=Fully-open, Parameters=7B2025.12 | 10.4 | 8.8 | 16.3 | 0.2 | 10.1 | 21.2 | 4.2 | 12.2 | |
| xLSTM# Parameters=7B, # Train Tokens=2T, Train Compute (10^23 FLOPs)=0.92026.04 | 3.1 | 4 | 13.3 | 0 | 2.3 | 1.3 | 0.2 | 0.3 |