Leaderboard
SWE-bench Verified
swebench-verifiedRecord
- Category
- swe
- Scored models
- 61
Scores
| Model | Score |
|---|---|
| zai-org/GLM-5 | 77.8 |
| zai-org/GLM-5 | 77.8 |
| zai-org/GLM-5 | 77.8 |
| zai-org/GLM-5 | 77.8 |
| nex-agi/Nex-N2-mini | 74.4 |
| cerebras/MiniMax-M2.1-REAP-139B-A10B | 74 |
| MiniMaxAI/MiniMax-M2.1 | 74 |
| MiniMaxAI/MiniMax-M2.1 | 74 |
| zai-org/GLM-4.7 | 73.8 |
| zai-org/GLM-4.7 | 73.8 |
| zai-org/GLM-4.7 | 73.8 |
| XiaomiMiMo/MiMo-V2-Flash | 73.4 |
| mistralai/Mistral-Small-3.1-24B-Base-2503 | 72.2 |
| mistralai/Devstral-2-123B-Instruct-2512 | 72.2 |
| mistralai/Devstral-Small-2-24B-Instruct-2512 | 72.2 |
| mistralai/Devstral-2-123B-Instruct-2512 | 72.2 |
| mistralai/Devstral-Small-2-24B-Instruct-2512 | 72.2 |
| nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 71.9 |
| nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 71.9 |
| moonshotai/Kimi-K2-Thinking | 71.3 |
| cerebras/MiniMax-M2.1-REAP-139B-A10B | 71.3 |
| moonshotai/Kimi-K2-Thinking | 71.3 |
| MiniMaxAI/MiniMax-M2.1 | 71.3 |
| moonshotai/Kimi-K2-Thinking | 71.3 |
Remaining fields
Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.
- category
- swe
- id
- swebench-verified
- name
- SWE-bench Verified
- schema version
- local-ai-registry/v1
rows
| variant | conf | context | model id | org | rank | root | score |
|---|---|---|---|---|---|---|---|
| GLM-5-FP8 | medium | SWE-bench Verified | glm-5 | zai-org | 1 | zai-org/GLM-5 | 77.8 |
| GLM-5 | medium | SWE-bench Verified | glm-5 | zai-org | 2 | zai-org/GLM-5 | 77.8 |
| GLM-5-FP8 | medium | SWE-bench Verified | glm-5 | unsloth | 3 | zai-org/GLM-5 | 77.8 |
| GLM-5-GGUF | medium | SWE-bench Verified | glm-5 | unsloth | 4 | zai-org/GLM-5 | 77.8 |
| Nex-N2-mini-GGUF | medium | SWE-Bench Verified | nex-n2-mini | Mungert | 5 | nex-agi/Nex-N2-mini | 74.4 |
| MiniMax-M2.1 | medium | SWE-bench Verified | minimax-m2-1-reap-139b-a10b | MiniMaxAI | 6 | cerebras/MiniMax-M2.1-REAP-139B-A10B | 74 |
| MiniMax-M2.1-GGUF | medium | SWE-bench Verified | minimax-m2-1 | unsloth | 7 | MiniMaxAI/MiniMax-M2.1 | 74 |
| MiniMax-M2.1 | medium | SWE-bench Verified | minimax-m2-1 | unsloth | 8 | MiniMaxAI/MiniMax-M2.1 | 74 |
| GLM-4.7 | medium | SWE-bench Verified | glm-4-7 | zai-org | 9 | zai-org/GLM-4.7 | 73.8 |
| GLM-4.7-FP8 | medium | SWE-bench Verified | glm-4-7 | zai-org | 10 | zai-org/GLM-4.7 | 73.8 |
| GLM-4.7-GGUF | medium | SWE-bench Verified | glm-4-7 | unsloth | 11 | zai-org/GLM-4.7 | 73.8 |
| MiMo-V2-Flash-GGUF | medium | SWE-Bench Verified | mimo-v2-flash | unsloth | 12 | XiaomiMiMo/MiMo-V2-Flash | 73.4 |
| Devstral-Small-2-24B-Instruct-2512 | low | Unknown | mistral-small-3-1-24b-base-2503 | mistralai | 13 | mistralai/Mistral-Small-3.1-24B-Base-2503 | 72.2 |
| Devstral-2-123B-Instruct-2512 | low | Unknown | Unknown | mistralai | 14 | mistralai/Devstral-2-123B-Instruct-2512 | 72.2 |
| Devstral-Small-2-24B-Instruct-2512-GGUF | low | Unknown | Unknown | unsloth | 15 | mistralai/Devstral-Small-2-24B-Instruct-2512 | 72.2 |
| Devstral-2-123B-Instruct-2512-GGUF | low | Unknown | Unknown | unsloth | 16 | mistralai/Devstral-2-123B-Instruct-2512 | 72.2 |
| Devstral-Small-2-24B-Instruct-2512 | low | Unknown | Unknown | unsloth | 17 | mistralai/Devstral-Small-2-24B-Instruct-2512 | 72.2 |
| NVIDIA-Nemotron-3-Ultra-550B-A55B-GGUF | medium | SWE-Bench Verified | nvidia-nemotron-3-ultra-550b-a55b-bf16 | unsloth | 18 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 71.9 |
| NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 | medium | SWE-Bench Verified | nvidia-nemotron-3-ultra-550b-a55b-bf16 | unsloth | 19 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 71.9 |
| Kimi-K2-Thinking | medium | **SWE-bench Verified** | kimi-k2-thinking | moonshotai | 20 | moonshotai/Kimi-K2-Thinking | 71.3 |
| MiniMax-M2.1 | medium | SWE-bench Verified (Droid) | minimax-m2-1-reap-139b-a10b | MiniMaxAI | 21 | cerebras/MiniMax-M2.1-REAP-139B-A10B | 71.3 |
| Kimi-K2-Thinking-GGUF | medium | **SWE-bench Verified** | kimi-k2-thinking | unsloth | 22 | moonshotai/Kimi-K2-Thinking | 71.3 |
| MiniMax-M2.1-GGUF | medium | SWE-bench Verified (Droid) | minimax-m2-1 | unsloth | 23 | MiniMaxAI/MiniMax-M2.1 | 71.3 |
| Kimi-K2-Thinking | medium | **SWE-bench Verified** | kimi-k2-thinking | unsloth | 24 | moonshotai/Kimi-K2-Thinking | 71.3 |
| MiniMax-M2.1 | medium | SWE-bench Verified (Droid) | minimax-m2-1 | unsloth | 25 | MiniMaxAI/MiniMax-M2.1 | 71.3 |
| NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | medium | SWE-Bench Verified | nvidia-nemotron-3-ultra-550b-a55b-bf16 | nvidia | 26 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 70.7 |
| NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 | medium | SWE-Bench Verified | nvidia-nemotron-3-ultra-550b-a55b-bf16 | nvidia | 27 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | 70.7 |
| MiniMax-M2 | medium | **SWE-bench Verified** | minimax-m2 | MiniMaxAI | 28 | MiniMaxAI/MiniMax-M2 | 69.4 |
| MiniMax-M2-GGUF | medium | **SWE-bench Verified** | minimax-m2 | unsloth | 29 | MiniMaxAI/MiniMax-M2 | 69.4 |
| MiniMax-M2.1 | medium | SWE-bench Verified (mini-swe-agent) | minimax-m2-1-reap-139b-a10b | MiniMaxAI | 30 | cerebras/MiniMax-M2.1-REAP-139B-A10B | 67 |
| MiniMax-M2.1-GGUF | medium | SWE-bench Verified (mini-swe-agent) | minimax-m2-1 | unsloth | 31 | MiniMaxAI/MiniMax-M2.1 | 67 |
| MiniMax-M2.1 | medium | SWE-bench Verified (mini-swe-agent) | minimax-m2-1 | unsloth | 32 | MiniMaxAI/MiniMax-M2.1 | 67 |
| Kimi-K2-Instruct-0905 | medium | SWE-Bench verified | Unknown | moonshotai | 33 | moonshotai/Kimi-K2-Instruct | 65.8 |
| Kimi-K2-Instruct-0905-GGUF | medium | SWE-Bench verified | Unknown | unsloth | 34 | moonshotai/Kimi-K2-Instruct-0905 | 65.8 |
| Youtu-LLM-2B-GGUF | medium | SWE-Bench-Verified | youtu-llm-2b-base | Mungert | 35 | tencent/Youtu-LLM-2B-Base | 60 |
| GLM-4.7-Flash | medium | SWE-bench Verified | glm-4-7-flash | zai-org | 36 | zai-org/GLM-4.7-Flash | 59.2 |
| GLM-4.7-Flash | medium | SWE-bench Verified | glm-4-7-flash | unsloth | 37 | zai-org/GLM-4.7-Flash | 59.2 |
| GLM-4.7-Flash-FP8-Dynamic | medium | SWE-bench Verified | glm-4-7-flash | unsloth | 38 | zai-org/GLM-4.7-Flash | 59.2 |
| GLM-4.7-Flash-GGUF | medium | SWE-bench Verified | glm-4-7-flash | unsloth | 39 | zai-org/GLM-4.7-Flash | 59.2 |
| GLM-4.7-Flash-NVFP4 | medium | SWE-bench Verified | glm-4-7-flash | unsloth | 40 | zai-org/GLM-4.7-Flash | 59.2 |
| GLM-4.7-Flash-GGUF | medium | SWE-bench Verified | glm-4-7-flash | Mungert | 41 | zai-org/GLM-4.7-Flash | 59.2 |
| Devstral-Small-2507 | low | Unknown | mistral-small-3-1-24b-instruct-2503 | mistralai | 42 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 53.6 |
| cwm | low | Unknown | Unknown | 43 | facebook/cwm | 53.6 | |
| Devstral-Small-2507-GGUF | low | Unknown | devstral-small-2507 | unsloth | 44 | mistralai/Devstral-Small-2507 | 53.6 |
| Devstral-Small-2507 | low | Unknown | mistral-small-3-1-24b-instruct-2503 | unsloth | 45 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 53.6 |
| Devstral-Small-2507-bnb-4bit | low | Unknown | devstral-small-2507 | unsloth | 46 | mistralai/Devstral-Small-2507 | 53.6 |
| cwm-pretrain | low | Unknown | Unknown | 47 | facebook/cwm-pretrain | 53.6 | |
| Devstral-Small-2507-unsloth-bnb-4bit | low | Unknown | devstral-small-2507 | unsloth | 48 | mistralai/Devstral-Small-2507 | 53.6 |
| LLaDA2.2-flash | medium | SWE-bench Verified | Unknown | inclusionAI | 49 | inclusionAI/LLaDA2.2-flash | 49.28 |
| Devstral-Small-2505 | high | Unknown | mistral-small-3-1-24b-instruct-2503 | mistralai | 50 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 46.8 |
| Devstral-Small-2505-GGUF | high | Unknown | mistral-small-3-1-24b-instruct-2503 | unsloth | 51 | mistralai/Devstral-Small-2505 | 46.8 |
| Devstral-Small-2505-unsloth-bnb-4bit | high | Unknown | mistral-small-3-1-24b-instruct-2503 | unsloth | 52 | mistralai/Devstral-Small-2505 | 46.8 |
| Devstral-Small-2505-GGUF | high | Unknown | mistral-small-3-1-24b-instruct-2503 | Mungert | 53 | mistralai/Devstral-Small-2505 | 46.8 |
| GLM-4-9B-0414 | low | Unknown | glm-4-9b-0414 | zai-org | 54 | zai-org/GLM-4-9B-0414 | 33.8 |
| GLM-4-32B-0414 | high | Unknown | glm-4-32b-0414 | zai-org | 55 | zai-org/GLM-4-32B-0414 | 33.8 |
| GLM-4-9B-0414-GGUF | low | Unknown | glm-4-9b-0414 | unsloth | 56 | THUDM/GLM-4-9B-0414 | 33.8 |
| GLM-4-32B-0414-GGUF | high | Unknown | Unknown | unsloth | 57 | THUDM/GLM-4-32B-0414 | 33.8 |
| GLM-4-32B-Base-0414 | low | Unknown | glm-4-32b-base-0414 | zai-org | 58 | zai-org/GLM-4-32B-Base-0414 | 33.8 |
| GLM-4-9B-0414-unsloth-bnb-4bit | low | Unknown | glm-4-9b-0414 | unsloth | 59 | THUDM/GLM-4-9B-0414 | 33.8 |
| GLM-4-9B-0414 | low | Unknown | glm-4-9b-0414 | unsloth | 60 | THUDM/GLM-4-9B-0414 | 33.8 |
| GLM-4-9B-0414-bnb-4bit | low | Unknown | glm-4-9b-0414 | unsloth | 61 | THUDM/GLM-4-9B-0414 | 33.8 |
Provenance & metadata (1)
source
- kind
- leaderboard-scrape
- paths
- benchmarks/swebench-verified.html