ModelRank

Source SWE-bench Verified Updated: Sep 19, 2026
Original source

Ranking source

Rank Model Organization Score CI Access Evidence
1
ornith-ai/Ornith-1.5-397B Resolved % ↑
Ornith 86 Mixed / see source unverified Source
2
mindlab-research/Macaron-V1-Venti Resolved % ↑
Mind Lab 85.60 Mixed / see source unverified Source
3
mindlab-research/Macaron-V1-Coding-Venti Resolved % ↑
Mind Lab 85.60 Mixed / see source unverified Source
4
ornith-ai/Ornith-1.0-397B Resolved % ↑
Ornith 82.40 Mixed / see source unverified Source
5
deepseek-ai/DeepSeek-V4-Pro Resolved % ↑
DeepSeek 80.60 Mixed / see source unverified Source
6
MiniMaxAI/MiniMax-M3 Resolved % ↑
MiniMax 80.50 Mixed / see source unverified Source
7
moonshotai/Kimi-K2.6 Resolved % ↑
Moonshot AI 80.20 Mixed / see source unverified Source
8
thinkingmachines/Inkling-Small Resolved % ↑
Thinking Machines Lab 80.20 Mixed / see source unverified Source
9
deepseek-ai/DeepSeek-V4-Flash Resolved % ↑
DeepSeek 79 Mixed / see source unverified Source
10
ornith-ai/Ornith-1.5-35B-A3B Resolved % ↑
Ornith 79 Mixed / see source unverified Source
11
XiaomiMiMo/MiMo-V2.5-Pro Resolved % ↑
Xiaomi MiMo 78.90 Mixed / see source unverified Source
12
dots-studio/dots3-note-prev Resolved % ↑
dots studio 78.40 Mixed / see source unverified Source
13
tencent/Hy3 Resolved % ↑
Tencent 78 Mixed / see source unverified Source
14
zai-org/GLM-5 Resolved % ↑
Z.ai 77.80 Mixed / see source unverified Source
15
mistralai/Mistral-Medium-3.5-128B Resolved % ↑
Mistral AI_ 77.60 Mixed / see source unverified Source
16
thinkingmachines/Inkling Resolved % ↑
Thinking Machines Lab 77.60 Mixed / see source unverified Source
17
Qwen/Qwen3.6-27B Resolved % ↑
Qwen 77.20 Mixed / see source unverified Source
18
Qwen/Qwen3.5-397B-A17B Resolved % ↑
Qwen 76.40 Mixed / see source unverified Source
19
meta-models/Muse-Glimmer-30B Resolved % ↑
Meta Inc. 76 Mixed / see source unverified Source
20
MiniMaxAI/MiniMax-M2.5 Resolved % ↑
MiniMax 75.80 Mixed / see source unverified Source
21
ornith-ai/Ornith-1.0-35B Resolved % ↑
Ornith 75.60 Mixed / see source unverified Source
22
mindlab-research/Macaron-V1-Tall Resolved % ↑
Mind Lab 75.40 Mixed / see source unverified Source
23
Multilingual-Multimodal-NLP/IndustrialCoder Resolved % ↑
Multilingual-Multimodal-NLP 74.80 Mixed / see source unverified Source
24
poolside/Laguna-M.1 Resolved % ↑
Poolside 74.60 Mixed / see source unverified Source
25
stepfun-ai/Step-3.5-Flash Resolved % ↑
StepFun 74.40 Mixed / see source unverified Source
26
tencent/Hy3-preview Resolved % ↑
Tencent 74.40 Mixed / see source unverified Source
27
MiniMaxAI/MiniMax-M2.1 Resolved % ↑
MiniMax 74 Mixed / see source unverified Source
28
inclusionAI/Ring-2.6-1T Resolved % ↑
inclusionAI 74 Mixed / see source unverified Source
29
zai-org/GLM-4.7 Resolved % ↑
Z.ai 73.80 Mixed / see source unverified Source
30
Qwen/Qwen3.6-35B-A3B Resolved % ↑
Qwen 73.40 Mixed / see source unverified Source
31
zai-org/GLM-5 Resolved % ↑
Z.ai 72.80 Mixed / see source unverified Source
32
Qwen/Qwen3.5-27B Resolved % ↑
Qwen 72.40 Mixed / see source unverified Source
33
inclusionAI/Ling-2.6-1T Resolved % ↑
inclusionAI 72.20 Mixed / see source unverified Source
34
Qwen/Qwen3.5-122B-A10B Resolved % ↑
Qwen 72 Mixed / see source unverified Source
35
nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 Resolved % ↑
NVIDIA 71.90 Mixed / see source unverified Source
36
moonshotai/Kimi-K2-Thinking Resolved % ↑
Moonshot AI 71.30 Mixed / see source unverified Source
37
poolside/Laguna-XS-2.1 Resolved % ↑
Poolside 70.90 Mixed / see source unverified Source
38
moonshotai/Kimi-K2.5 Resolved % ↑
Moonshot AI 70.80 Mixed / see source unverified Source
39
Qwen/Qwen3-Coder-Next Resolved % ↑
Qwen 70.60 Mixed / see source unverified Source
40
ornith-ai/Ornith-1.5-9B Resolved % ↑
Ornith 70.60 Mixed / see source unverified Source
41
upstage/Solar-Open2-250B Resolved % ↑
upstage 70.40 Mixed / see source unverified Source
42
poolside/Laguna-XS.2 Resolved % ↑
Poolside 69.90 Mixed / see source unverified Source
43
nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 Resolved % ↑
NVIDIA 69.70 Mixed / see source unverified Source
44
MiniMaxAI/MiniMax-M2 Resolved % ↑
MiniMax 69.40 Mixed / see source unverified Source
45
ornith-ai/Ornith-1.0-9B Resolved % ↑
Ornith 69.40 Mixed / see source unverified Source
46
MuVeraAI/Laguna-XS.2 Resolved % ↑
MuVeraAI Corporation 68.20 Mixed / see source unverified Source
47
CohereLabs/North-Mini-Code-1.0 Resolved % ↑
Cohere Labs 67.60 Mixed / see source unverified Source
48
internlm/Intern-S2-Preview Resolved % ↑
Intern Large Models 64 Mixed / see source unverified Source
49
openpangu/openPangu-2.0-Flash Resolved % ↑
openPangu 63.10 Mixed / see source unverified Source
50
openai/gpt-oss-120b Resolved % ↑
OpenAI 62.40 Mixed / see source unverified Source