Leaderboard
MBPP
mbppRecord
- Category
- coding
- Scored models
- 323
Scores
| Model | Score |
|---|---|
| nvidia/Nemotron-H-47B-Reasoning-128K | 90.2 |
| nvidia/Nemotron-H-47B-Reasoning-128K | 90.2 |
| inclusionAI/LLaDA2.0-flash | 86.65 |
| nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16 | 85.97 |
| ByteDance-Seed/Seed-Coder-8B-Instruct | 85.2 |
| ByteDance-Seed/Seed-Coder-8B-Instruct | 85.2 |
| inclusionAI/LLaDA2.0-flash-preview | 85.01 |
| nvidia/Nemotron-H-8B-Reasoning-128K | 84.1 |
| nvidia/Nemotron-H-8B-Reasoning-128K | 84.1 |
| inclusionAI/LLaDA2.0-mini-preview | 84.07 |
| Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| tiiuae/Falcon-H1-34B-Base | 83.86 |
| tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| tiiuae/Falcon-H1-34B-Base | 83.33 |
| WizardLM/WizardCoder-33B-V1.1 | 83 |
| WizardLM/WizardCoder-33B-V1.1 | 83 |
| Qwen/Qwen2-72B | 82.3 |
| tiiuae/Falcon-H1-7B-Base | 80.69 |
Remaining fields
Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.
- category
- coding
- id
- mbpp
- name
- MBPP
- schema version
- local-ai-registry/v1
rows
| variant | conf | context | model id | org | rank | root | score |
|---|---|---|---|---|---|---|---|
| Nemotron-H-47B-Reasoning-128K | medium | MBPP | nemotron-h-47b-reasoning-128k | nvidia | 1 | nvidia/Nemotron-H-47B-Reasoning-128K | 90.2 |
| Nemotron-H-47B-Reasoning-128K-FP8 | medium | MBPP | nemotron-h-47b-reasoning-128k | nvidia | 2 | nvidia/Nemotron-H-47B-Reasoning-128K | 90.2 |
| LLaDA2.0-flash | medium | MBPP | llada2-0-flash | inclusionAI | 3 | inclusionAI/LLaDA2.0-flash | 86.65 |
| NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16 | medium | MBPP-Sanitized | nvidia-nemotron-3-ultra-550b-a55b-base-bf16 | nvidia | 4 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16 | 85.97 |
| Seed-Coder-8B-Instruct-GGUF | high | Unknown | seed-coder-8b-instruct | unsloth | 5 | ByteDance-Seed/Seed-Coder-8B-Instruct | 85.2 |
| Seed-Coder-8B-Instruct-unsloth-bnb-4bit | high | Unknown | seed-coder-8b-instruct | unsloth | 6 | ByteDance-Seed/Seed-Coder-8B-Instruct | 85.2 |
| LLaDA2.0-flash-preview | medium | Unknown | llada2-0-flash-preview | inclusionAI | 7 | inclusionAI/LLaDA2.0-flash-preview | 85.01 |
| Nemotron-H-8B-Reasoning-128K | medium | MBPP | nemotron-h-8b-reasoning-128k | nvidia | 8 | nvidia/Nemotron-H-8B-Reasoning-128K | 84.1 |
| Nemotron-H-8B-Reasoning-128K-FP8 | medium | MBPP | nemotron-h-8b-reasoning-128k | nvidia | 9 | nvidia/Nemotron-H-8B-Reasoning-128K | 84.1 |
| LLaDA2.0-mini-preview | medium | Unknown | llada2-0-mini-preview | inclusionAI | 10 | inclusionAI/LLaDA2.0-mini-preview | 84.07 |
| Qwen2.5-VL-32B-Instruct | high | Unknown | qwen2-5-vl-32b-instruct | Qwen | 11 | Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen2.5-VL-32B-Instruct-GGUF | high | Unknown | qwen2-5-vl-32b-instruct | unsloth | 12 | Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen2.5-VL-32B-Instruct-bnb-4bit | high | Unknown | qwen2-5-vl-32b-instruct | unsloth | 13 | Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen2.5-VL-32B-Instruct-GGUF | high | Unknown | qwen2-5-vl-32b-instruct | Mungert | 14 | Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit | high | Unknown | qwen2-5-vl-32b-instruct | unsloth | 15 | Qwen/Qwen2.5-VL-32B-Instruct | 84 |
| Falcon-H1-34B-Instruct | medium | MBPP | falcon-h1-34b-base | tiiuae | 16 | tiiuae/Falcon-H1-34B-Base | 83.86 |
| Falcon-H1-34B-Instruct-GGUF | medium | MBPP | falcon-h1-34b-instruct | tiiuae | 17 | tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| Falcon-H1-34B-Instruct-GGUF | medium | MBPP | falcon-h1-34b-instruct | unsloth | 18 | tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| Falcon-H1-34B-Instruct-GPTQ-Int4 | medium | MBPP | falcon-h1-34b-instruct | tiiuae | 19 | tiiuae/Falcon-H1-34B-Instruct | 83.86 |
| Falcon-H1-34B-Base | medium | MBPP | falcon-h1-34b-base | tiiuae | 20 | tiiuae/Falcon-H1-34B-Base | 83.33 |
| WizardCoder-33B-V1.1-GGUF | low | Unknown | Unknown | TheBloke | 21 | WizardLM/WizardCoder-33B-V1.1 | 83 |
| WizardCoder-33B-V1.1-GPTQ | low | Unknown | Unknown | TheBloke | 22 | WizardLM/WizardCoder-33B-V1.1 | 83 |
| Qwen2-72B-Instruct | medium | MBPP | qwen2-72b | Qwen | 23 | Qwen/Qwen2-72B | 82.3 |
| Falcon-H1-7B-Instruct | medium | MBPP | falcon-h1-7b-base | tiiuae | 24 | tiiuae/Falcon-H1-7B-Base | 80.69 |
| Falcon-H1-7B-Instruct-GPTQ-Int4 | medium | MBPP | falcon-h1-7b-instruct | tiiuae | 25 | tiiuae/Falcon-H1-7B-Instruct | 80.69 |
| Falcon-H1-7B-Instruct-GGUF | medium | MBPP | falcon-h1-7b-instruct | tiiuae | 26 | tiiuae/Falcon-H1-7B-Instruct | 80.69 |
| Falcon-H1-7B-Instruct-GGUF | medium | MBPP | falcon-h1-7b-instruct | unsloth | 27 | tiiuae/Falcon-H1-7B-Instruct | 80.69 |
| GRIN-MoE | medium | MBPP | grin-moe | microsoft | 28 | microsoft/GRIN-MoE | 80.3 |
| Mistral-Large-Instruct-2407 | medium | MBPP Base | mistral-large-instruct-2407 | mistralai | 29 | mistralai/Mistral-Large-Instruct-2407 | 80 |
| Falcon-H1-3B-Instruct | medium | MBPP | falcon-h1-3b-base | tiiuae | 30 | tiiuae/Falcon-H1-3B-Base | 79.63 |
| Falcon-H1-3B-Instruct-GGUF | medium | MBPP | falcon-h1-3b-base | tiiuae | 31 | tiiuae/Falcon-H1-3B-Base | 79.63 |
| Falcon-H1-3B-Instruct-GGUF | medium | MBPP | falcon-h1-3b-instruct | unsloth | 32 | tiiuae/Falcon-H1-3B-Instruct | 79.63 |
| LLaDA2.0-mini | medium | MBPP | llada2-0-mini | inclusionAI | 33 | inclusionAI/LLaDA2.0-mini | 78.92 |
| Nemotron-H-4B-Instruct-128K | low | Unknown | nemotron-h-4b-base-8k | nvidia | 34 | nvidia/Nemotron-H-4B-Base-8K | 78.6 |
| Falcon-H1-7B-Base | medium | MBPP | falcon-h1-7b-base | tiiuae | 35 | tiiuae/Falcon-H1-7B-Base | 78.57 |
| NVIDIA-Nemotron-3-Super-120B-A12B-Base-BF16 | medium | MBPP-Sanitized | nvidia-nemotron-3-super-120b-a12b-base-bf16 | nvidia | 36 | nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-Base-BF16 | 78.38 |
| Nemotron-H-56B-Base-8K | low | Unknown | nemotron-h-56b-base-8k | nvidia | 37 | nvidia/Nemotron-H-56B-Base-8K | 77.82 |
| MiniMax-Text-01-hf | medium | MBPP + | minimax-text-01-hf | MiniMaxAI | 38 | MiniMaxAI/MiniMax-Text-01-hf | 76.2 |
| MiniMax-Text-01 | medium | MBPP + | minimax-text-01 | MiniMaxAI | 39 | MiniMaxAI/MiniMax-Text-01 | 76.2 |
| Nemotron-H-47B-Base-8K | low | Unknown | nemotron-h-56b-base-8k | nvidia | 40 | nvidia/Nemotron-H-56B-Base-8K | 75.9 |
| codegeex4-all-9b | high | Unknown | Unknown | zai-org | 41 | zai-org/codegeex4-all-9b | 75.7 |
| codegeex4-all-9b-GGUF | high | Unknown | Unknown | zai-org | 42 | zai-org/codegeex4-all-9b | 75.7 |
| Phi-3-medium-4k-instruct | medium | MBPP<br>3-shot | phi-3-medium-4k-instruct | microsoft | 43 | microsoft/Phi-3-medium-4k-instruct | 75.2 |
| Mistral-Small-3.1-24B-Instruct-2503 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | mistralai | 44 | mistralai/Mistral-Small-3.1-24B-Base-2503 | 74.71 |
| Nemotron-Labs-TwoTower-30B-A3B-Base-BF16 | medium | MBPP-Sanitized (3-shot) | nemotron-labs-twotower-30b-a3b-base-bf16 | nvidia | 45 | nvidia/Nemotron-Labs-TwoTower-30B-A3B-Base-BF16 | 74.71 |
| Mistral-Small-3.1-24B-Instruct-2503-GGUF | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-instruct-2503 | unsloth | 46 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 74.71 |
| Mistral-Small-3.1-24B-Instruct-2503-bnb-4bit | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-instruct-2503 | unsloth | 47 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 74.71 |
| Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-instruct-2503 | unsloth | 48 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 74.71 |
| Mistral-Small-3.1-24B-Instruct-2503 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-instruct-2503 | unsloth | 49 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 74.71 |
| Mistral-Small-3.1-24B-Instruct-2503-GGUF | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | Mungert | 50 | mistralai/Mistral-Small-3.1-24B-Base-2503 | 74.71 |
| Mistral-Small-3.2-24B-Instruct-2506 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | mistralai | 51 | mistralai/Mistral-Small-3.1-24B-Base-2503 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506-GGUF | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | unsloth | 52 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506-bnb-4bit | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | unsloth | 53 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | unsloth | 54 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506-unsloth-bnb-4bit | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | unsloth | 55 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506-GGUF | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | Mungert | 56 | mistralai/Mistral-Small-3.1-24B-Base-2503 | 74.63 |
| Mistral-Small-3.2-24B-Instruct-2506-FP8 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) | GPQA Diamond (5-shot CoT ) | mistral-small-3-1-24b-base-2503 | unsloth | 57 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 74.63 |
| Qwen2-72B | medium | MBPP | qwen2-72b | Qwen | 58 | Qwen/Qwen2-72B | 73.9 |
| Phi-3-medium-128k-instruct | medium | MBPP<br>3-shot | phi-3-medium-128k-instruct | microsoft | 59 | microsoft/Phi-3-medium-128k-instruct | 73.8 |
| Ling-Coder-lite-GPTQ-Int8 | medium | MBPP-Python | Unknown | inclusionAI | 60 | inclusionAI/Ling-Coder-lite | 73.28 |
| Ling-Coder-lite-GPTQ-Int8 | medium | EvalPlus-MBPP+ | Unknown | inclusionAI | 61 | inclusionAI/Ling-Coder-lite | 73.28 |
| Qwen2.5-Omni-3B | medium | MBPP | qwen2-5-omni-3b | Qwen | 62 | Qwen/Qwen2.5-Omni-3B | 73.2 |
| Qwen2.5-Omni-7B | medium | MBPP | qwen2-5-omni-7b | Qwen | 63 | Qwen/Qwen2.5-Omni-7B | 73.2 |
| Qwen2.5-Omni-7B-GGUF | medium | MBPP | qwen2-5-omni-7b | unsloth | 64 | Qwen/Qwen2.5-Omni-7B | 73.2 |
| Qwen2.5-Omni-3B-GGUF | medium | MBPP | qwen2-5-omni-3b | unsloth | 65 | Qwen/Qwen2.5-Omni-3B | 73.2 |
| Qwen2.5-Omni-3B-GGUF | medium | MBPP | qwen2-5-omni-3b | Mungert | 66 | Qwen/Qwen2.5-Omni-3B | 73.2 |
| Qwen2.5-Omni-7B | medium | MBPP | qwen2-5-omni-7b | unsloth | 67 | Qwen/Qwen2.5-Omni-7B | 73.2 |
| Qwen2.5-Omni-7B-GGUF | medium | MBPP | qwen2-5-omni-7b | Mungert | 68 | Qwen/Qwen2.5-Omni-7B | 73.2 |
| Qwen2.5-Omni-3B | medium | MBPP | qwen2-5-omni-3b | unsloth | 69 | Qwen/Qwen2.5-Omni-3B | 73.2 |
| NVIDIA-Nemotron-3-Nano-30B-A3B-Base-BF16 | medium | MBPP-Sanitized (3-shot) | nvidia-nemotron-3-nano-30b-a3b-base-bf16 | nvidia | 70 | nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-Base-BF16 | 73.15 |
| Hunyuan-A13B-Instruct-GGUF | medium | MBPP | hunyuan-a13b-instruct | unsloth | 71 | tencent/Hunyuan-A13B-Instruct | 72.6 |
| Phi-3-small-8k-instruct | medium | MBPP<br>3-shot | phi-3-small-8k-instruct | microsoft | 72 | microsoft/Phi-3-small-8k-instruct | 71.7 |
| Falcon-H1-34B-Instruct | medium | MBPP+ | falcon-h1-34b-base | tiiuae | 73 | tiiuae/Falcon-H1-34B-Base | 71.43 |
| Falcon-H1-34B-Instruct-GGUF | medium | MBPP+ | falcon-h1-34b-instruct | tiiuae | 74 | tiiuae/Falcon-H1-34B-Instruct | 71.43 |
| Falcon-H1-3B-Base | medium | MBPP | falcon-h1-3b-base | tiiuae | 75 | tiiuae/Falcon-H1-3B-Base | 71.43 |
| Falcon-H1-34B-Instruct-GGUF | medium | MBPP+ | falcon-h1-34b-instruct | unsloth | 76 | tiiuae/Falcon-H1-34B-Instruct | 71.43 |
| Falcon-H1-34B-Instruct-GPTQ-Int4 | medium | MBPP+ | falcon-h1-34b-instruct | tiiuae | 77 | tiiuae/Falcon-H1-34B-Instruct | 71.43 |
| Nemotron-H-8B-Reasoning-128K | medium | MBPP\_PLUS | nemotron-h-8b-reasoning-128k | nvidia | 78 | nvidia/Nemotron-H-8B-Reasoning-128K | 71.4 |
| Nemotron-H-8B-Reasoning-128K-FP8 | medium | MBPP\_PLUS | nemotron-h-8b-reasoning-128k | nvidia | 79 | nvidia/Nemotron-H-8B-Reasoning-128K | 71.4 |
| Falcon-H1-1.5B-Deep-Base | medium | MBPP | falcon-h1-1-5b-deep-base | tiiuae | 80 | tiiuae/Falcon-H1-1.5B-Deep-Base | 70.9 |
| Falcon-H1-34B-Base | medium | MBPP+ | falcon-h1-34b-base | tiiuae | 81 | tiiuae/Falcon-H1-34B-Base | 70.37 |
| Phi-3-small-128k-instruct | medium | MBPP<br>3-shot | phi-3-small-128k-instruct | microsoft | 82 | microsoft/Phi-3-small-128k-instruct | 70.3 |
| Olmo-3-1125-32B | low | Unknown | olmo-3-1125-32b | allenai | 83 | allenai/Olmo-3-1125-32B | 69.8 |
| Mistral-Small-24B-Base-2501 | medium | [MBPP][] | mistral-small-24b-base-2501 | mistralai | 84 | mistralai/Mistral-Small-24B-Base-2501 | 69.64 |
| Mistral-Large-Instruct-2407 | medium | MBPP Plus | mistral-large-instruct-2407 | mistralai | 85 | mistralai/Mistral-Large-Instruct-2407 | 69 |
| Falcon-H1-7B-Instruct | medium | MBPP+ | falcon-h1-7b-base | tiiuae | 86 | tiiuae/Falcon-H1-7B-Base | 68.78 |
| Falcon-H1-7B-Instruct-GPTQ-Int4 | medium | MBPP+ | falcon-h1-7b-instruct | tiiuae | 87 | tiiuae/Falcon-H1-7B-Instruct | 68.78 |
| Falcon-H1-7B-Instruct-GGUF | medium | MBPP+ | falcon-h1-7b-instruct | tiiuae | 88 | tiiuae/Falcon-H1-7B-Instruct | 68.78 |
| Falcon-H1-7B-Instruct-GGUF | medium | MBPP+ | falcon-h1-7b-instruct | unsloth | 89 | tiiuae/Falcon-H1-7B-Instruct | 68.78 |
| DeepSeek-V2-Chat | medium | **MBPP** | deepseek-v2-chat | deepseek-ai | 90 | deepseek-ai/DeepSeek-V2-Chat | 68.6 |
| DeepSeek-V2 | medium | **MBPP** | deepseek-v2 | deepseek-ai | 91 | deepseek-ai/DeepSeek-V2 | 68.6 |
| Olmo-3.1-32B-Think | medium | MBPP+ | olmo-3-32b-think-dpo | allenai | 92 | allenai/Olmo-3-32B-Think-DPO | 68.3 |
| Olmo-3.1-32B-Think-GGUF | medium | MBPP+ | olmo-3-1-32b-think | unsloth | 93 | allenai/Olmo-3.1-32B-Think | 68.3 |
| Falcon-H1-1.5B-Deep-Instruct | medium | MBPP | falcon-h1-1-5b-deep-base | tiiuae | 94 | tiiuae/Falcon-H1-1.5B-Deep-Base | 68.25 |
| Falcon-H1-1.5B-Deep-Instruct-GGUF | medium | MBPP | falcon-h1-1-5b-deep-instruct | tiiuae | 95 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 68.25 |
| Falcon-H1-1.5B-Deep-Instruct-GGUF | medium | MBPP | falcon-h1-1-5b-deep-instruct | unsloth | 96 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 68.25 |
| Falcon-H1-1.5B-Deep-Instruct | medium | MBPP | falcon-h1-1-5b-deep-instruct | unsloth | 97 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 68.25 |
| Falcon-H1-1.5B-Deep-Instruct-GPTQ-Int4 | medium | MBPP | falcon-h1-1-5b-deep-instruct | tiiuae | 98 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 68.25 |
| Qwen2-7B-Instruct | medium | MBPP | qwen2-7b | Qwen | 99 | Qwen/Qwen2-7B | 67.9 |
| Mamba-Codestral-7B-v0.1 | low | Unknown | Unknown | mistralai | 100 | mistralai/Mamba-Codestral-7B-v0.1 | 67.7 |
| Falcon-H1-3B-Instruct | medium | MBPP+ | falcon-h1-3b-base | tiiuae | 101 | tiiuae/Falcon-H1-3B-Base | 67.46 |
| Falcon-H1-3B-Instruct-GGUF | medium | MBPP+ | falcon-h1-3b-base | tiiuae | 102 | tiiuae/Falcon-H1-3B-Base | 67.46 |
| Falcon-H1-3B-Instruct-GGUF | medium | MBPP+ | falcon-h1-3b-instruct | unsloth | 103 | tiiuae/Falcon-H1-3B-Instruct | 67.46 |
| Falcon-H1-7B-Base | medium | MBPP+ | falcon-h1-7b-base | tiiuae | 104 | tiiuae/Falcon-H1-7B-Base | 67.2 |
| Olmo-3-32B-Think | medium | MBPP+ | olmo-3-32b-think-dpo | allenai | 105 | allenai/Olmo-3-32B-Think-DPO | 66.7 |
| Olmo-3-32B-Think-SFT | medium | MBPP+ | olmo-3-1125-32b | allenai | 106 | allenai/Olmo-3-1125-32B | 66.7 |
| Olmo-3-32B-Think-GGUF | medium | MBPP+ | olmo-3-32b-think-dpo | unsloth | 107 | allenai/Olmo-3-32B-Think | 66.7 |
| Olmo-3-32B-Think-DPO | medium | MBPP+ | olmo-3-32b-think-sft | allenai | 108 | allenai/Olmo-3-32B-Think-SFT | 66.7 |
| Olmo-3-32B-Think-unsloth-bnb-4bit | medium | MBPP+ | olmo-3-32b-think-dpo | unsloth | 109 | allenai/Olmo-3-32B-Think | 66.7 |
| Nemotron-H-8B-Base-8K | low | Unknown | nemotron-h-8b-base-8k | nvidia | 110 | nvidia/Nemotron-H-8B-Base-8K | 65.37 |
| Falcon-H1-1.5B-Base | medium | MBPP | falcon-h1-1-5b-base | tiiuae | 111 | tiiuae/Falcon-H1-1.5B-Base | 65.08 |
| Nemotron-H-4B-Base-8K | low | Unknown | nemotron-h-4b-base-8k | nvidia | 112 | nvidia/Nemotron-H-4B-Base-8K | 65 |
| Falcon-H1-1.5B-Instruct | medium | MBPP | falcon-h1-1-5b-base | tiiuae | 113 | tiiuae/Falcon-H1-1.5B-Base | 64.81 |
| Falcon-H1-1.5B-Instruct-GGUF | medium | MBPP | falcon-h1-1-5b-instruct | tiiuae | 114 | tiiuae/Falcon-H1-1.5B-Instruct | 64.81 |
| Falcon-H1-1.5B-Instruct-GGUF | medium | MBPP | falcon-h1-1-5b-instruct | unsloth | 115 | tiiuae/Falcon-H1-1.5B-Instruct | 64.81 |
| Falcon-H1-1.5B-Instruct-GPTQ-Int4 | medium | MBPP | falcon-h1-1-5b-instruct | tiiuae | 116 | tiiuae/Falcon-H1-1.5B-Instruct | 64.81 |
| Falcon-H1-1.5B-Instruct-GPTQ-Int8 | medium | MBPP | falcon-h1-1-5b-instruct | tiiuae | 117 | tiiuae/Falcon-H1-1.5B-Instruct | 64.81 |
| XwinCoder-34B-GGUF | high | Unknown | Unknown | TheBloke | 118 | Xwin-LM/XwinCoder-34B | 64.8 |
| Qwen2-57B-A14B | medium | MBPP | qwen2-57b-a14b | Qwen | 119 | Qwen/Qwen2-57B-A14B | 63.9 |
| AceInstruct-7B | medium | MBPP | aceinstruct-7b | nvidia | 120 | nvidia/AceInstruct-7B | 63.2 |
| AceInstruct-1.5B | medium | MBPP | aceinstruct-1-5b | nvidia | 121 | nvidia/AceInstruct-1.5B | 63.2 |
| AceInstruct-72B | medium | MBPP | aceinstruct-72b | nvidia | 122 | nvidia/AceInstruct-72B | 63.2 |
| AceInstruct-1.5B-GGUF | medium | MBPP | aceinstruct-1-5b | Mungert | 123 | nvidia/AceInstruct-1.5B | 63.2 |
| wavecoder-ultra-6.7b | low | Unknown | Unknown | microsoft | 124 | microsoft/wavecoder-ultra-6.7b | 63 |
| wavecoder-ds-6.7b | low | Unknown | Unknown | microsoft | 125 | microsoft/wavecoder-ds-6.7b | 63 |
| wavecoder-pro-6.7b | low | Unknown | Unknown | microsoft | 126 | microsoft/wavecoder-pro-6.7b | 63 |
| NVIDIA-Nemotron-Nano-9B-v2-Base | medium | MBPP+ Pass@1 | nvidia-nemotron-nano-9b-v2-base | nvidia | 127 | nvidia/NVIDIA-Nemotron-Nano-9B-v2-Base | 61.55 |
| NVIDIA-Nemotron-Nano-12B-v2-Base | medium | MBPP+ Pass@1 | nvidia-nemotron-nano-12b-v2-base | nvidia | 128 | nvidia/NVIDIA-Nemotron-Nano-12B-v2-Base | 61.55 |
| Olmo-3.1-32B-Instruct | medium | MBPP+ | olmo-3-1-32b-instruct-dpo | allenai | 129 | allenai/Olmo-3.1-32B-Instruct-DPO | 61.5 |
| Olmo-3.1-32B-Instruct-SFT | medium | MBPP+ | olmo-3-1125-32b | allenai | 130 | allenai/Olmo-3-1125-32B | 61.5 |
| Olmo-3.1-32B-Instruct-DPO | medium | MBPP+ | olmo-3-1-32b-instruct-sft | allenai | 131 | allenai/Olmo-3.1-32B-Instruct-SFT | 61.5 |
| Olmo-3.1-32B-Instruct-GGUF | medium | MBPP+ | olmo-3-1-32b-instruct | unsloth | 132 | allenai/Olmo-3.1-32B-Instruct | 61.5 |
| Olmo-3.1-32B-Instruct | medium | MBPP+ | olmo-3-1-32b-instruct | unsloth | 133 | allenai/Olmo-3.1-32B-Instruct | 61.5 |
| WizardCoder-Python-34B-V1.0-GGUF | high | Unknown | Unknown | TheBloke | 134 | WizardLM/WizardCoder-Python-34B-V1.0 | 61.2 |
| WizardLM-70B-V1.0-GPTQ | low | Unknown | Unknown | TheBloke | 135 | WizardLM/WizardLM-70B-V1.0 | 61.2 |
| WizardLM-13B-V1.2-GGUF | low | Unknown | Unknown | TheBloke | 136 | WizardLM/WizardLM-13B-V1.2 | 61.2 |
| WizardMath-13B-V1.0-GGUF | low | Unknown | Unknown | TheBloke | 137 | WizardLM/WizardMath-13B-V1.0 | 61.2 |
| WizardLM-70B-V1.0-GGUF | low | Unknown | Unknown | TheBloke | 138 | WizardLM/WizardLM-70B-V1.0 | 61.2 |
| WizardMath-7B-V1.0-GGUF | low | Unknown | Unknown | TheBloke | 139 | WizardLM/WizardMath-7b-V1.0 | 61.2 |
| WizardLM-13B-V1.1-GGUF | low | Unknown | Unknown | TheBloke | 140 | WizardLM/WizardLM-13B-V1.1 | 61.2 |
| wizardLM-7B-GGUF | low | Unknown | Unknown | TheBloke | 141 | WizardLM/WizardLM-7B-V1.0 | 61.2 |
| WizardMath-70B-V1.0-GGUF | low | Unknown | Unknown | TheBloke | 142 | WizardLM/WizardMath-70B-V1.0 | 61.2 |
| WizardLM-30B-GGUF | low | Unknown | Unknown | TheBloke | 143 | WizardLM/WizardLM-30B-V1.0 | 61.2 |
| WizardLM-13B-V1.2-GPTQ | low | Unknown | Unknown | TheBloke | 144 | WizardLM/WizardLM-13B-V1.2 | 61.2 |
| WizardLM-13B-V1.1-GPTQ | low | Unknown | Unknown | TheBloke | 145 | WizardLM/WizardLM-13B-V1.1 | 61.2 |
| WizardCoder-Python-34B-V1.0-GPTQ | high | Unknown | Unknown | TheBloke | 146 | WizardLM/WizardCoder-Python-34B-V1.0 | 61.2 |
| Falcon-H1-1.5B-Deep-Base | medium | MBPP+ | falcon-h1-1-5b-deep-base | tiiuae | 147 | tiiuae/Falcon-H1-1.5B-Deep-Base | 60.32 |
| XwinCoder-13B-GGUF | high | Unknown | Unknown | TheBloke | 148 | Xwin-LM/XwinCoder-13B | 60.1 |
| Qwen2-57B-A14B-Instruct | medium | MBPP | qwen2-57b-a14b | Qwen | 149 | Qwen/Qwen2-57B-A14B | 59.5 |
| Falcon-H1-3B-Base | medium | MBPP+ | falcon-h1-3b-base | tiiuae | 150 | tiiuae/Falcon-H1-3B-Base | 57.94 |
| Falcon-H1-1.5B-Deep-Instruct | medium | MBPP+ | falcon-h1-1-5b-deep-base | tiiuae | 151 | tiiuae/Falcon-H1-1.5B-Deep-Base | 56.61 |
| Falcon-H1-1.5B-Deep-Instruct-GGUF | medium | MBPP+ | falcon-h1-1-5b-deep-instruct | tiiuae | 152 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 56.61 |
| Falcon-H1-1.5B-Deep-Instruct-GGUF | medium | MBPP+ | falcon-h1-1-5b-deep-instruct | unsloth | 153 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 56.61 |
| Falcon-H1-1.5B-Deep-Instruct | medium | MBPP+ | falcon-h1-1-5b-deep-instruct | unsloth | 154 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 56.61 |
| Falcon-H1-1.5B-Deep-Instruct-GPTQ-Int4 | medium | MBPP+ | falcon-h1-1-5b-deep-instruct | tiiuae | 155 | tiiuae/Falcon-H1-1.5B-Deep-Instruct | 56.61 |
| gemma-3n-E2B-it | medium | [MBPP][] | gemma-3n-e4b | 156 | google/gemma-3n-E4B-it | 56.6 | |
| gemma-3n-E4B-it | medium | [MBPP][] | gemma-3n-e4b | 157 | google/gemma-3n-E4B | 56.6 | |
| gemma-3n-E4B-it-litert-lm | medium | [MBPP][] | Unknown | 158 | google/gemma-3n-E4B-it-litert-lm | 56.6 | |
| gemma-3n-E2B-it-GGUF | medium | [MBPP][] | gemma-3n-e2b-it | unsloth | 159 | google/gemma-3n-E2B-it | 56.6 |
| gemma-3n-E4B-it | medium | [MBPP][] | gemma-3n-e4b | unsloth | 160 | google/gemma-3n-E4B-it | 56.6 |
| gemma-3n-E2B | medium | [MBPP][] | gemma-3n-e4b | 161 | google/gemma-3n-E4B | 56.6 | |
| gemma-3n-E2B-it-litert-lm | medium | [MBPP][] | Unknown | 162 | google/gemma-3n-E2B-it-litert-lm | 56.6 | |
| gemma-3n-E4B-it-GGUF | medium | [MBPP][] | gemma-3n-e4b | unsloth | 163 | google/gemma-3n-E4B-it | 56.6 |
| gemma-3n-E4B | medium | [MBPP][] | gemma-3n-e4b | 164 | google/gemma-3n-E4B | 56.6 | |
| gemma-3n-E2B-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3n-e2b-it | unsloth | 165 | google/gemma-3n-E2B-it | 56.6 |
| gemma-3n-E2B-it-litert-preview-GGUF | medium | [MBPP][] | Unknown | unsloth | 166 | google/gemma-3n-E2B-it-litert-preview | 56.6 |
| gemma-3n-E4B-it-litert-preview-GGUF | medium | [MBPP][] | Unknown | unsloth | 167 | google/gemma-3n-E4B-it-litert-preview | 56.6 |
| gemma-3n-E4B-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3n-e4b | unsloth | 168 | google/gemma-3n-E4B-it | 56.6 |
| gemma-3n-E2B-it-ONNX | medium | [MBPP][] | gemma-3n-e2b-it | onnx-community | 169 | google/gemma-3n-E2B-it | 56.6 |
| gemma-3n-E4B-it-GGUF | medium | [MBPP][] | gemma-3n-e4b | Mungert | 170 | google/gemma-3n-E4B | 56.6 |
| gemma-3n-E4B-it-absolute-heresy-MPOA-imatrix-GGUF | medium | [MBPP][] | gemma-3n-e4b-it-absolute-heresy-mpoa | MuXodious | 171 | MuXodious/gemma-3n-E4B-it-absolute-heresy-MPOA | 56.6 |
| gemma-3n-E4B-it-absolute-heresy-GGUF | medium | [MBPP][] | gemma-3n-e4b | MuXodious | 172 | google/gemma-3n-E4B-it | 56.6 |
| gemma-3n-E4B-it-absolute-heresy-MPOA-GGUF | medium | [MBPP][] | gemma-3n-e4b-it-absolute-heresy-mpoa | MuXodious | 173 | MuXodious/gemma-3n-E4B-it-absolute-heresy-MPOA | 56.6 |
| gemma-3n-E2B-it-GGUF | medium | [MBPP][] | gemma-3n-e4b | Mungert | 174 | google/gemma-3n-E4b-it | 56.6 |
| Falcon-H1-1.5B-Instruct | medium | MBPP+ | falcon-h1-1-5b-base | tiiuae | 175 | tiiuae/Falcon-H1-1.5B-Base | 56.35 |
| Falcon-H1-1.5B-Instruct-GGUF | medium | MBPP+ | falcon-h1-1-5b-instruct | tiiuae | 176 | tiiuae/Falcon-H1-1.5B-Instruct | 56.35 |
| Falcon-H1-1.5B-Instruct-GGUF | medium | MBPP+ | falcon-h1-1-5b-instruct | unsloth | 177 | tiiuae/Falcon-H1-1.5B-Instruct | 56.35 |
| Falcon-H1-1.5B-Instruct-GPTQ-Int4 | medium | MBPP+ | falcon-h1-1-5b-instruct | tiiuae | 178 | tiiuae/Falcon-H1-1.5B-Instruct | 56.35 |
| Falcon-H1-1.5B-Instruct-GPTQ-Int8 | medium | MBPP+ | falcon-h1-1-5b-instruct | tiiuae | 179 | tiiuae/Falcon-H1-1.5B-Instruct | 56.35 |
| WizardCoder-Python-13B-V1.0-GGUF | high | Unknown | Unknown | TheBloke | 180 | WizardLM/WizardCoder-Python-13B-V1.0 | 55.6 |
| WizardCoder-Python-13B-V1.0-GPTQ | high | Unknown | Unknown | TheBloke | 181 | WizardLM/WizardCoder-Python-13B-V1.0 | 55.6 |
| Falcon-H1-1.5B-Base | medium | MBPP+ | falcon-h1-1-5b-base | tiiuae | 182 | tiiuae/Falcon-H1-1.5B-Base | 55.03 |
| Qwen2-0.5B | medium | MBPP | qwen2-0-5b | Qwen | 183 | Qwen/Qwen2-0.5B | 55 |
| Qwen2-1.5B | medium | MBPP | qwen2-1-5b | Qwen | 184 | Qwen/Qwen2-1.5B | 55 |
| gemma-2-9b-it | medium | [MBPP][] | gemma-2-9b | 185 | google/gemma-2-9b | 52.4 | |
| gemma-2-27b-it | medium | [MBPP][] | gemma-2-27b | 186 | google/gemma-2-27b | 52.4 | |
| gemma-2-9b | medium | [MBPP][] | gemma-2-9b | 187 | google/gemma-2-9b | 52.4 | |
| gemma-2-27b | medium | [MBPP][] | gemma-2-27b | 188 | google/gemma-2-27b | 52.4 | |
| Falcon-H1-0.5B-Base | medium | MBPP | falcon-h1-0-5b-base | tiiuae | 189 | tiiuae/Falcon-H1-0.5B-Base | 52.12 |
| internlm2-chat-7b | medium | MBPP(Sanitized) | internlm2-chat-7b | internlm | 190 | internlm/internlm2-chat-7b | 51.8 |
| internlm2-7b | medium | MBPP(Sanitized) | Unknown | internlm | 191 | internlm/internlm2-7b | 51.8 |
| internlm2-chat-20b | medium | MBPP(Sanitized) | internlm2-chat-20b | internlm | 192 | internlm/internlm2-chat-20b | 51.8 |
| internlm2-20b | medium | MBPP(Sanitized) | Unknown | internlm | 193 | internlm/internlm2-20b | 51.8 |
| internlm2-base-7b | medium | MBPP(Sanitized) | Unknown | internlm | 194 | internlm/internlm2-base-7b | 51.8 |
| internlm2-base-20b | medium | MBPP(Sanitized) | Unknown | internlm | 195 | internlm/internlm2-base-20b | 51.8 |
| internlm2-chat-7b-sft | medium | MBPP(Sanitized) | internlm2-chat-7b-sft | internlm | 196 | internlm/internlm2-chat-7b-sft | 51.8 |
| internlm2-chat-20b-sft | medium | MBPP(Sanitized) | internlm2-chat-20b-sft | internlm | 197 | internlm/internlm2-chat-20b-sft | 51.8 |
| WizardCoder-Python-7B-V1.0-GGUF | high | Unknown | Unknown | TheBloke | 198 | WizardLM/WizardCoder-Python-7b-V1.0 | 51.6 |
| Youtu-LLM-2B-GGUF | medium | MBPP | youtu-llm-2b-base | Mungert | 199 | tencent/Youtu-LLM-2B-Base | 51.5 |
| Qwen2-7B | medium | MBPP | qwen2-7b | Qwen | 200 | Qwen/Qwen2-7B | 51.1 |
| Ministral-8B-Instruct-2410 | low | Unknown | ministral-8b-instruct-2410 | mistralai | 201 | mistralai/Ministral-8B-Instruct-2410 | 50.2 |
| MobileLLM-Pro-base | medium | MBPP | mobilellm-pro-base | 202 | facebook/MobileLLM-Pro-base | 46.8 | |
| MobileLLM-Pro | medium | MBPP | mobilellm-pro-base | 203 | facebook/MobileLLM-Pro-base | 46.8 | |
| gemma-3-1b-it | medium | [MBPP][] | gemma-3-1b-pt | 204 | google/gemma-3-1b-pt | 46 | |
| gemma-3-4b-it | medium | [MBPP][] | gemma-3-4b-pt | 205 | google/gemma-3-4b-pt | 46 | |
| gemma-3-12b-it | medium | [MBPP][] | gemma-3-12b-pt | 206 | google/gemma-3-12b-pt | 46 | |
| gemma-3-27b-it | medium | [MBPP][] | gemma-3-27b-pt | 207 | google/gemma-3-27b-pt | 46 | |
| gemma-3-4b-it | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 208 | google/gemma-3-4b-it | 46 |
| gemma-3-1b-it-GGUF | medium | [MBPP][] | gemma-3-1b-pt | ggml-org | 209 | google/gemma-3-1b-it | 46 |
| gemma-3-12b-it-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-12b-pt | 210 | google/gemma-3-12b-it | 46 | |
| gemma-3-1b-it | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 211 | google/gemma-3-1b-it | 46 |
| gemma-3-12b-it-GGUF | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 212 | google/gemma-3-12b-it | 46 |
| gemma-3-4b-pt | medium | [MBPP][] | gemma-3-4b-pt | 213 | google/gemma-3-4b-pt | 46 | |
| gemma-3-12b-it-qat-GGUF | medium | [MBPP][] | gemma-3-12b-it-qat-q4-0-unquantized | unsloth | 214 | google/gemma-3-12b-it-qat-q4_0-unquantized | 46 |
| gemma-3-27b-it | medium | [MBPP][] | gemma-3-27b-it | unsloth | 215 | google/gemma-3-27b-it | 46 |
| gemma-3-1b-pt | medium | [MBPP][] | gemma-3-1b-pt | 216 | google/gemma-3-1b-pt | 46 | |
| gemma-3-4b-it-GGUF | medium | [MBPP][] | gemma-3-4b-pt | ggml-org | 217 | google/gemma-3-4b-it | 46 |
| gemma-3-4b-it-GGUF | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 218 | google/gemma-3-4b-it | 46 |
| gemma-3-1b-it-GGUF | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 219 | google/gemma-3-1b-it | 46 |
| gemma-3-12b-pt | medium | [MBPP][] | Unknown | 220 | google/gemma-3-12b | 46 | |
| gemma-3-12b-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 221 | google/gemma-3-12b-it | 46 |
| gemma-3-4b-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 222 | google/gemma-3-4b-it | 46 |
| gemma-3-12b-it | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 223 | google/gemma-3-12b-pt | 46 |
| gemma-3-27b-it-GGUF | medium | [MBPP][] | gemma-3-27b-it | unsloth | 224 | google/gemma-3-27b-it | 46 |
| gemma-3-1b-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 225 | google/gemma-3-1b-it | 46 |
| gemma-3-4b-it-bnb-4bit | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 226 | google/gemma-3-4b-it | 46 |
| gemma-3-4b-pt | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 227 | google/gemma-3-4b-pt | 46 |
| gemma-3-27b-pt | medium | [MBPP][] | gemma-3-27b-pt | 228 | google/gemma-3-27b-pt | 46 | |
| gemma-3-12b-it-bnb-4bit | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 229 | google/gemma-3-12b-it | 46 |
| gemma-3-27b-it-GGUF | medium | [MBPP][] | gemma-3-27b-it | ggml-org | 230 | google/gemma-3-27b-it | 46 |
| gemma-3-12b-pt | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 231 | google/gemma-3-12b-pt | 46 |
| gemma-3-27b-it-bnb-4bit | medium | [MBPP][] | gemma-3-27b-it | unsloth | 232 | google/gemma-3-27b-it | 46 |
| gemma-3-27b-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-27b-it | unsloth | 233 | google/gemma-3-27b-it | 46 |
| gemma-3-1b-pt | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 234 | google/gemma-3-1b-pt | 46 |
| gemma-3-12b-it-GGUF | medium | [MBPP][] | gemma-3-12b-pt | ggml-org | 235 | google/gemma-3-12b-it | 46 |
| gemma-3-4b-it-qat-GGUF | medium | [MBPP][] | gemma-3-4b-it-qat-q4-0-unquantized | unsloth | 236 | google/gemma-3-4b-it-qat-q4_0-unquantized | 46 |
| gemma-3-12b-it-qat-bnb-4bit | medium | [MBPP][] | gemma-3-12b-it-qat-q4-0-unquantized | unsloth | 237 | google/gemma-3-12b-it-qat-q4_0-unquantized | 46 |
| gemma-3-12b-it-qat-int4-GGUF | medium | [MBPP][] | gemma-3-12b-it-qat-int4-unquantized | unsloth | 238 | google/gemma-3-12b-it-qat-int4-unquantized | 46 |
| gemma-3-4b-it-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-4b-pt | 239 | google/gemma-3-4b-it | 46 | |
| gemma-3-4b-it-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-4b-pt | 240 | google/gemma-3-4b-it | 46 | |
| gemma-3-4b-pt-bnb-4bit | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 241 | google/gemma-3-4b-pt | 46 |
| gemma-3-27b-it-qat-GGUF | medium | [MBPP][] | gemma-3-27b-it-qat-q4-0-unquantized | unsloth | 242 | google/gemma-3-27b-it-qat-q4_0-unquantized | 46 |
| gemma-3-12b-it-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-12b-pt | 243 | google/gemma-3-12b-it | 46 | |
| gemma-3-1b-it-bnb-4bit | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 244 | google/gemma-3-1b-it | 46 |
| gemma-3-1b-it-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-1b-pt | 245 | google/gemma-3-1b-it | 46 | |
| gemma-3-4b-pt-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 246 | google/gemma-3-4b-pt | 46 |
| gemma-3-12b-it-qat | medium | [MBPP][] | gemma-3-12b-it-qat-q4-0-unquantized | unsloth | 247 | google/gemma-3-12b-it-qat-q4_0-unquantized | 46 |
| gemma-3-1b-pt-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 248 | google/gemma-3-1b-pt | 46 |
| gemma-3-4b-it-FP8-Dynamic | medium | [MBPP][] | gemma-3-4b-pt | unsloth | 249 | google/gemma-3-4b-it | 46 |
| gemma-3-12b-pt-bnb-4bit | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 250 | google/gemma-3-12b-pt | 46 |
| gemma-3-12b-it-qat-int4-unquantized | medium | [MBPP][] | gemma-3-12b-pt | 251 | google/gemma-3-12b-it | 46 | |
| gemma-3-27b-it-GGUF | medium | [MBPP][] | gemma-3-27b-pt | Mungert | 252 | google/gemma-3-27b-pt | 46 |
| gemma-3-27b-it-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-27b-it | 253 | google/gemma-3-27b-it | 46 | |
| gemma-3-12b-pt-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 254 | google/gemma-3-12b-pt | 46 |
| gemma-3-27b-it-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-27b-it | 255 | google/gemma-3-27b-it | 46 | |
| gemma-3-27b-it-qat-q4_0-GGUF | medium | [MBPP][] | gemma-3-27b-it | Mungert | 256 | google/gemma-3-27b-it | 46 |
| gemma-3-4b-it-qat-bnb-4bit | medium | [MBPP][] | gemma-3-4b-it-qat-q4-0-unquantized | unsloth | 257 | google/gemma-3-4b-it-qat-q4_0-unquantized | 46 |
| gemma-3-1b-pt-bnb-4bit | medium | [MBPP][] | gemma-3-1b-pt | unsloth | 258 | google/gemma-3-1b-pt | 46 |
| gemma-3-27b-pt | medium | [MBPP][] | gemma-3-27b-pt | unsloth | 259 | google/gemma-3-27b-pt | 46 |
| gemma-3-12b-it-FP8-Dynamic | medium | [MBPP][] | gemma-3-12b-pt | unsloth | 260 | google/gemma-3-12b-pt | 46 |
| gemma-3-1b-it-qat-int4-unquantized | medium | [MBPP][] | gemma-3-1b-pt | 261 | google/gemma-3-1b-it | 46 | |
| gemma-3-27b-pt-bnb-4bit | medium | [MBPP][] | gemma-3-27b-pt | unsloth | 262 | google/gemma-3-27b-pt | 46 |
| gemma-3-12b-it-qat-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-12b-it-qat-q4-0-unquantized | unsloth | 263 | google/gemma-3-12b-it-qat-q4_0-unquantized | 46 |
| gemma-3-12b-pt-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-12b-pt | 264 | google/gemma-3-12b-pt | 46 | |
| gemma-3-4b-it-qat | medium | [MBPP][] | gemma-3-4b-it-qat-q4-0-unquantized | unsloth | 265 | google/gemma-3-4b-it-qat-q4_0-unquantized | 46 |
| gemma-3-1b-it-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-1b-pt | 266 | google/gemma-3-1b-it | 46 | |
| gemma-3-1b-it-qat | medium | [MBPP][] | gemma-3-1b-it-qat-q4-0-unquantized | unsloth | 267 | google/gemma-3-1b-it-qat-q4_0-unquantized | 46 |
| gemma-3-27b-it-qat | medium | [MBPP][] | gemma-3-27b-it-qat-q4-0-unquantized | unsloth | 268 | google/gemma-3-27b-it-qat-q4_0-unquantized | 46 |
| gemma-3-4b-pt-qat-q4_0-gguf | medium | [MBPP][] | gemma-3-4b-pt | 269 | google/gemma-3-4b-pt | 46 | |
| Youtu-LLM-2B-GGUF | medium | MBPP+ | youtu-llm-2b-base | Mungert | 270 | tencent/Youtu-LLM-2B-Base | 44.2 |
| Falcon-H1-0.5B-Base | medium | MBPP+ | falcon-h1-0-5b-base | tiiuae | 271 | tiiuae/Falcon-H1-0.5B-Base | 43.39 |
| Hunyuan-7B-Instruct-GGUF | medium | MBPP | hunyuan-7b-pretrain | Mungert | 272 | tencent/Hunyuan-7B-Pretrain | 43.38 |
| Falcon-H1-0.5B-Instruct | medium | MBPP | falcon-h1-0-5b-base | tiiuae | 273 | tiiuae/Falcon-H1-0.5B-Base | 42.59 |
| Falcon-H1-0.5B-Instruct-GGUF | medium | MBPP | falcon-h1-0-5b-base | tiiuae | 274 | tiiuae/Falcon-H1-0.5B-Base | 42.59 |
| Falcon-H1-0.5B-Instruct-GGUF | medium | MBPP | falcon-h1-0-5b-instruct | unsloth | 275 | tiiuae/Falcon-H1-0.5B-Instruct | 42.59 |
| DeepSeek-V2-Lite-Chat | medium | **MBPP** | deepseek-v2-lite-chat | deepseek-ai | 276 | deepseek-ai/DeepSeek-V2-Lite-Chat | 39 |
| DeepSeek-V2-Lite | medium | **MBPP** | deepseek-v2-lite | deepseek-ai | 277 | deepseek-ai/DeepSeek-V2-Lite | 39 |
| Olmo-3-1025-7B | low | Unknown | olmo-3-1025-7b | allenai | 278 | allenai/Olmo-3-1025-7B | 36.5 |
| Olmo-Hybrid-7B | low | Unknown | olmo-hybrid-7b | allenai | 279 | allenai/Olmo-Hybrid-7B | 36.5 |
| Olmo-3-1025-7B-GGUF | low | Unknown | olmo-3-1025-7b | Mungert | 280 | allenai/Olmo-3-1025-7B | 36.5 |
| Nanbeige-16B-Base-GGUF | high | Unknown | Unknown | TheBloke | 281 | Nanbeige/Nanbeige-16B-Base | 36.4 |
| gemma-3-270m | medium | [MBPP][] | gemma-3-270m | 282 | google/gemma-3-270m | 35.2 | |
| gemma-3-270m-it | medium | [MBPP][] | gemma-3-270m | 283 | google/gemma-3-270m | 35.2 | |
| gemma-3-270m-it-GGUF | medium | [MBPP][] | gemma-3-270m-it | unsloth | 284 | google/gemma-3-270m-it | 35.2 |
| gemma-3-270m-it | medium | [MBPP][] | gemma-3-270m-it | unsloth | 285 | google/gemma-3-270m-it | 35.2 |
| gemma-3-270m-it-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-270m-it | unsloth | 286 | google/gemma-3-270m-it | 35.2 |
| gemma-3-270m-it-qat-GGUF | medium | [MBPP][] | gemma-3-270m-it-qat-q4-0-unquantized | unsloth | 287 | google/gemma-3-270m-it-qat-q4_0-unquantized | 35.2 |
| gemma-3-270m | medium | [MBPP][] | gemma-3-270m | unsloth | 288 | google/gemma-3-270m | 35.2 |
| gemma-3-270m-unsloth-bnb-4bit | medium | [MBPP][] | gemma-3-270m-it | unsloth | 289 | google/gemma-3-270m-it | 35.2 |
| gemma-3-270m-it-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-270m-it | 290 | google/gemma-3-270m-it | 35.2 | |
| gemma-3-270m-it-bnb-4bit | medium | [MBPP][] | gemma-3-270m-it | unsloth | 291 | google/gemma-3-270m-it | 35.2 |
| gemma-3-270m-it-qat | medium | [MBPP][] | gemma-3-270m-it-qat-q4-0-unquantized | unsloth | 292 | google/gemma-3-270m-it-qat-q4_0-unquantized | 35.2 |
| gemma-3-270m-bnb-4bit | medium | [MBPP][] | gemma-3-270m | unsloth | 293 | google/gemma-3-270m | 35.2 |
| gemma-3-270m-qat-q4_0-unquantized | medium | [MBPP][] | gemma-3-270m | 294 | google/gemma-3-270m | 35.2 | |
| gemma-3-270m-it-GGUF | medium | [MBPP][] | gemma-3-270m | Mungert | 295 | google/gemma-3-270m | 35.2 |
| gemma-3-270m-it-torchao-FP8 | medium | [MBPP][] | gemma-3-270m-it | unsloth | 296 | google/gemma-3-270m-it | 35.2 |
| Falcon-H1-0.5B-Instruct | medium | MBPP+ | falcon-h1-0-5b-base | tiiuae | 297 | tiiuae/Falcon-H1-0.5B-Base | 33.07 |
| Falcon-H1-0.5B-Instruct-GGUF | medium | MBPP+ | falcon-h1-0-5b-base | tiiuae | 298 | tiiuae/Falcon-H1-0.5B-Base | 33.07 |
| Falcon-H1-0.5B-Instruct-GGUF | medium | MBPP+ | falcon-h1-0-5b-instruct | unsloth | 299 | tiiuae/Falcon-H1-0.5B-Instruct | 33.07 |
| gemma-2-2b-it | medium | [MBPP][] | gemma-2-2b | 300 | google/gemma-2-2b | 29.6 | |
| gemma-2-2b | medium | [MBPP][] | gemma-2-2b | 301 | google/gemma-2-2b | 29.6 | |
| gemma-1.1-2b-it | medium | [MBPP](https://arxiv.org/abs/2108.07732) | gemma-1-1-2b-it | 302 | google/gemma-1.1-2b-it | 29.2 | |
| gemma-2b | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 303 | google/gemma-2b-it-pytorch | 29.2 | |
| gemma-2b-it | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 304 | google/gemma-2b-it-pytorch | 29.2 | |
| gemma-7b | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 305 | google/gemma-7b-it-quant-pytorch | 29.2 | |
| gemma-7b-it | medium | [MBPP](https://arxiv.org/abs/2108.07732) | gemma-7b | 306 | google/gemma-7b | 29.2 | |
| gemma-1.1-7b-it | medium | [MBPP](https://arxiv.org/abs/2108.07732) | gemma-1-1-7b-it | 307 | google/gemma-1.1-7b-it | 29.2 | |
| gemma-2b-AWQ | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 308 | google/gemma-2b-it-pytorch | 29.2 | |
| gemma-7b | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | alpindale | 309 | google/gemma-7b-it-quant-pytorch | 29.2 |
| gemma-2b | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | alpindale | 310 | google/gemma-2b-it-pytorch | 29.2 |
| gemma-7b-AWQ | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 311 | google/gemma-7b-it-quant-pytorch | 29.2 | |
| gemma-7b-it | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | alpindale | 312 | google/gemma-7b-it-quant-pytorch | 29.2 |
| gemma-7b-GGUF | medium | [MBPP](https://arxiv.org/abs/2108.07732) | Unknown | 313 | google/gemma-7b-it-quant-pytorch | 29.2 | |
| internlm2-chat-1_8b | medium | MBPP(Sanitized) | internlm2-chat-1-8b | internlm | 314 | internlm/internlm2-chat-1_8b | 22.2 |
| internlm2-1_8b | medium | MBPP(Sanitized) | Unknown | internlm | 315 | internlm/internlm2-1_8b | 22.2 |
| internlm2-chat-1_8b-sft | medium | MBPP(Sanitized) | internlm2-chat-1-8b-sft | internlm | 316 | internlm/internlm2-chat-1_8b-sft | 22.2 |
| WizardCoder-15B-1.0-GPTQ | low | Unknown | Unknown | TheBloke | 317 | — | 20.9 |
| Qwen-72B | low | Unknown | qwen-72b | Qwen | 318 | Qwen/Qwen-72B | 20.8 |
| Qwen-7B | low | Unknown | qwen-7b | Qwen | 319 | Qwen/Qwen-7B | 20.8 |
| Qwen-14B | low | Unknown | qwen-14b | Qwen | 320 | Qwen/Qwen-14B | 20.8 |
| t5gemma-2-270m-270m | medium | [MBPP] | t5gemma-2-270m-270m | 321 | google/t5gemma-2-270m-270m | 5.6 | |
| t5gemma-2-4b-4b | medium | [MBPP] | t5gemma-2-4b-4b | 322 | google/t5gemma-2-4b-4b | 5.6 | |
| t5gemma-2-1b-1b | medium | [MBPP] | t5gemma-2-1b-1b | 323 | google/t5gemma-2-1b-1b | 5.6 |
Provenance & metadata (1)
source
- kind
- leaderboard-scrape
- paths
- benchmarks/mbpp.html