General intelligence
GDPval-AA v2.1
Real-world knowledge work: producing usable documents, spreadsheets, slides and diagrams
What it measures
GDPval-AA v2.1 is an independent Artificial Analysis evaluation built on OpenAI’s GDPval dataset. It uses the 220-task public gold set across 44 occupations and nine industries, requiring actual work products rather than answers alone.
For example, an official sample asks for a one-page stage-plot PDF for a touring band: place the singers, drummer, amplifiers and microphones correctly, then list the input and output connections. Explaining how to draw the diagram is not enough; the model must produce a file whose content and layout meet the brief.
All models work through the Stirrup agent harness with shell access, file processing, web search and browsing, for up to 250 turns per task. Model identities are hidden and an LLM judge sampled from a three-model panel compares two submissions for the same task; these comparisons are aggregated into Elo ratings.
Reading the scores
Higher Elo means the deliverables are preferred more often in pairwise comparisons on this task set; DeepSeek V4.1 Flash (Max) is pinned at 1,600 as the anchor and every other rating is fitted relative to it. For example, ratings of 1,500 for A and 1,200 for B indicate stronger relative performance for A, not 150% accuracy or 25% greater efficiency. Elo can be negative, and the ± values are the published 95% confidence intervals; small ranking gaps should not be treated as certain differences. This snapshot preserves all 308 results and official model configurations checked on November 1, 2026. Entries labeled Fallback include a backup-model mechanism and are not results from a single model working entirely alone. V2.1 keeps v2’s tasks, tools and judging but changes the anchor and fits ratings with a Crowd-BT model, shifting all values, so it must not be mixed with the v2 snapshot. Ratings can change as new comparisons are added, and should not be mixed with v1, launch-day snapshots or OpenAI’s own GDPval win rates; since Intelligence Index v5.0, they are also a standalone evaluation that no longer counts toward that index.
SourceArtificial Analysis
Model performance
Claude Opus 5.5 (Max, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1866± 26 |
|---|---|---|
Kimi K3.1 ProKimiAgent · Stirrup | Stirrup | 1858± 28 |
Muse Wonder Full (Max)MetaAgent · Stirrup | Stirrup | 1857± 25 |
Claude Sonnet 5.5 (Max, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1838± 23 |
Claude Opus 5.5 (Xhigh, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1835± 23 |
Muse Wonder (Max)MetaAgent · Stirrup | Stirrup | 1770± 23 |
Claude Fable 5.1 (Max, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1763± 19 |
DeepSeek V4.1 Flash 1017 (Max)DeepSeekAgent · Stirrup | Stirrup | 1746± 21 |
Claude Fable 5.1 (Xhigh, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1740± 19 |
Claude Sonnet 5.5 (Xhigh, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1735± 23 |
Gemini 4 Carbon (High)GoogleAgent · Stirrup | Stirrup | 1733± 24 |
Claude Opus 5 (Max)AnthropicAgent · Stirrup | Stirrup | 1730± 19 |
Grok 4.7 (Xhigh)SpaceXAIAgent · Stirrup | Stirrup | 1718± 21 |
Grok 4.7 (High)SpaceXAIAgent · Stirrup | Stirrup | 1716± 19 |
Claude Opus 5.5 (High, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1714± 21 |
Claude Opus 5 (Xhigh)AnthropicAgent · Stirrup | Stirrup | 1696± 18 |
MiMo-V2.6-ProXiaomiAgent · Stirrup | Stirrup | 1689± 21 |
Muse Spark 1.3 (Max)MetaAgent · Stirrup | Stirrup | 1681± 19 |
Qwen3.8 Max (0902)AlibabaAgent · Stirrup | Stirrup | 1674± 20 |
GLM-5.3 (Max)Z AIAgent · Stirrup | Stirrup | 1657± 19 |
Grok 4.6 (Xhigh)SpaceXAIAgent · Stirrup | Stirrup | 1654± 19 |
Ling 3.1 Flash 1019InclusionAIAgent · Stirrup | Stirrup | 1653± 25 |
GLM-5.3-FlashZ AIAgent · Stirrup | Stirrup | 1649± 17 |
Claude Fable 5.1 (High, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1644± 18 |
Qwen3.8-Flash-NextAlibabaAgent · Stirrup | Stirrup | 1636± 18 |
Muse Spark 1.3 (Xhigh)MetaAgent · Stirrup | Stirrup | 1632± 18 |
Claude Haiku 5.5 (Max)AnthropicAgent · Stirrup | Stirrup | 1631± 22 |
Gemini 4 Argon (High)GoogleAgent · Stirrup | Stirrup | 1631± 20 |
Ling 3.1 FlashInclusionAIAgent · Stirrup | Stirrup | 1626± 21 |
Grok 4.6 (High)SpaceXAIAgent · Stirrup | Stirrup | 1626± 16 |
Grok 4.6 (Medium)SpaceXAIAgent · Stirrup | Stirrup | 1620± 18 |
Claude Fable 5 (Max, Opus 4.8 Fallback)AnthropicAgent · Stirrup | Stirrup | 1618± 16 |
GPT-5.6 Sol (Max)OpenAIAgent · Stirrup | Stirrup | 1618± 16 |
Qwen3.8 2.4T A95BAlibabaAgent · Stirrup | Stirrup | 1616± 19 |
MiMo-V2.6-FlashXiaomiAgent · Stirrup | Stirrup | 1614± 21 |
Qwen3.8 MaxAlibabaAgent · Stirrup | Stirrup | 1611± 17 |
GPT-6.1 Sol (Max)OpenAIAgent · Stirrup | Stirrup | 1609± 22 |
Claude Opus 5 (High)AnthropicAgent · Stirrup | Stirrup | 1604± 18 |
DeepSeek V4.1 Flash (Max)DeepSeekAgent · Stirrup | Stirrup | 16001 |
Step 5 PreviewStepFunAgent · Stirrup | Stirrup | 1594± 23 |
Claude Opus 5.5 (Medium, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1593± 20 |
Grok 4.7 (Low)SpaceXAIAgent · Stirrup | Stirrup | 1591± 22 |
GPT-6 Astra (Max)OpenAIAgent · Stirrup | Stirrup | 1584± 19 |
GPT-5.6 Sol (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1578± 16 |
GPT-6 Astra (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1569± 19 |
Claude Sonnet 5.5 (High, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1557± 22 |
GPT-6.1 Sol (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1555± 21 |
Claude Fable 5.1 (Medium, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1554± 18 |
DeepSeek V4 Flash Vision (Max)DeepSeekAgent · Stirrup | Stirrup | 1554± 17 |
Kimi K3 (Max)KimiAgent · Stirrup | Stirrup | 1543± 18 |
GPT-6 Astra (High)OpenAIAgent · Stirrup | Stirrup | 1536± 19 |
Claude Haiku 5.5 (Xhigh)AnthropicAgent · Stirrup | Stirrup | 1522± 22 |
GPT-6.1 Sol (High)OpenAIAgent · Stirrup | Stirrup | 1520± 21 |
GPT-6 Sol (Max)OpenAIAgent · Stirrup | Stirrup | 1516± 22 |
GPT-5.6 Sol (High)OpenAIAgent · Stirrup | Stirrup | 1512± 16 |
Claude Opus 5 (Medium)AnthropicAgent · Stirrup | Stirrup | 1499± 18 |
GPT-6 Astra (Medium)OpenAIAgent · Stirrup | Stirrup | 1498± 18 |
Muse Spark 1.2 (Xhigh)MetaAgent · Stirrup | Stirrup | 1480± 19 |
Claude Fable 5.1 (Low, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1477± 18 |
GPT-6.1 Terra (Max)OpenAIAgent · Stirrup | Stirrup | 1476± 23 |
Claude Sonnet 5 (Max)AnthropicAgent · Stirrup | Stirrup | 1470± 16 |
GPT-5.6 Luna (Max)OpenAIAgent · Stirrup | Stirrup | 1468± 16 |
GPT-6 Sol (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1466± 22 |
MiniMax-M3.1-FlashMiniMaxAgent · Stirrup | Stirrup | 1465± 23 |
Claude Opus 4.8 (Max)AnthropicAgent · Stirrup | Stirrup | 1462± 15 |
GPT-5.6 Terra (Max)OpenAIAgent · Stirrup | Stirrup | 1461± 16 |
GPT-6.1 Sol (Medium)OpenAIAgent · Stirrup | Stirrup | 1459± 21 |
DeepSeek V4 Pro 0813 (Max)DeepSeekAgent · Stirrup | Stirrup | 1457± 19 |
GPT-5.6 Terra (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1455± 16 |
Gemini 3.8 Flash (High)GoogleAgent · Stirrup | Stirrup | 1445± 19 |
GPT-6 Luna (Max)OpenAIAgent · Stirrup | Stirrup | 1444± 20 |
DeepSeek V4 Flash 0731 (Max)DeepSeekAgent · Stirrup | Stirrup | 1441± 19 |
Mistral Large 4 PreviewMistralAgent · Stirrup | Stirrup | 1433± 23 |
GPT-5.6 Sol (Medium)OpenAIAgent · Stirrup | Stirrup | 1432± 16 |
Gemini 3.8 Flash (Medium)GoogleAgent · Stirrup | Stirrup | 1431± 20 |
Qwen3.8 27B (Xhigh)AlibabaAgent · Stirrup | Stirrup | 1427± 20 |
Claude Haiku 5.5 (High)AnthropicAgent · Stirrup | Stirrup | 1424± 19 |
Grok 4.6 (Low)SpaceXAIAgent · Stirrup | Stirrup | 1418± 19 |
GPT-6.1 Terra (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1415± 23 |
GPT-5.6 Luna (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1408± 17 |
GPT-6 Sol (High)OpenAIAgent · Stirrup | Stirrup | 1404± 21 |
GPT-6 Astra (Low)OpenAIAgent · Stirrup | Stirrup | 1403± 20 |
Gemini 3.7 Flash (High)GoogleAgent · Stirrup | Stirrup | 1403± 19 |
Muse Spark Open (Xhigh)MetaAgent · Stirrup | Stirrup | 1401± 19 |
Grok 4.5 (High)SpaceXAIAgent · Stirrup | Stirrup | 1389± 19 |
Qwen3.8 27B (Medium)AlibabaAgent · Stirrup | Stirrup | 1389± 18 |
GPT-5.6 Terra (High)OpenAIAgent · Stirrup | Stirrup | 1387± 17 |
GLM-5.2 (Max)Z AIAgent · Stirrup | Stirrup | 1381± 16 |
GPT-6 Luna (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1373± 21 |
Qwen3.8 27B (Low)AlibabaAgent · Stirrup | Stirrup | 1370± 19 |
Gemini 3.7 Flash (Medium)GoogleAgent · Stirrup | Stirrup | 1367± 20 |
Claude Sonnet 5 (Xhigh)AnthropicAgent · Stirrup | Stirrup | 1366± 17 |
K2 Horizon 375B A23BMBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | 1365± 19 |
Claude Opus 4.7 (Max)AnthropicAgent · Stirrup | Stirrup | 1362± 16 |
GPT-5.5 (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1359± 16 |
GPT-6.1 Terra (High)OpenAIAgent · Stirrup | Stirrup | 1353± 23 |
GPT-6 Luna (High)OpenAIAgent · Stirrup | Stirrup | 1352± 21 |
GPT-6 Sol (Medium)OpenAIAgent · Stirrup | Stirrup | 1352± 22 |
DeepSeek V4.1 Flash (Non-reasoning)DeepSeekAgent · Stirrup | Stirrup | 1349± 20 |
GPT-5.6 Luna (High)OpenAIAgent · Stirrup | Stirrup | 1339± 17 |
GPT-5.5 (High)OpenAIAgent · Stirrup | Stirrup | 1336± 16 |
Agnes 2.5 Pro BetaSapiens AIAgent · Stirrup | Stirrup | 1335± 20 |
JT-4.1 Flash 236B A21B (Reasoning)China MobileAgent · Stirrup | Stirrup | 1335± 23 |
GLM-5.3 (Low)Z AIAgent · Stirrup | Stirrup | 1333± 20 |
Claude Sonnet 5.5 (Medium, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1329± 21 |
Gemini 3.7 Flash (Low)GoogleAgent · Stirrup | Stirrup | 1327± 20 |
GPT-6.1 Terra (Medium)OpenAIAgent · Stirrup | Stirrup | 1325± 22 |
GPT-6.1 Sol (Low)OpenAIAgent · Stirrup | Stirrup | 1322± 21 |
Gemini 3.8 Flash (Low)GoogleAgent · Stirrup | Stirrup | 1316± 17 |
GPT-5.6 Sol (Low)OpenAIAgent · Stirrup | Stirrup | 1313± 17 |
Claude Opus 5 (Low)AnthropicAgent · Stirrup | Stirrup | 1311± 20 |
Gemini 3.6 Flash (High)GoogleAgent · Stirrup | Stirrup | 1295± 19 |
GPT-6.1 Terra (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 1286± 23 |
Claude Haiku 5.5 (Medium)AnthropicAgent · Stirrup | Stirrup | 1283± 20 |
GPT-5.6 Terra (Medium)OpenAIAgent · Stirrup | Stirrup | 1274± 17 |
GPT-6 Luna (Medium)OpenAIAgent · Stirrup | Stirrup | 1270± 21 |
Claude Sonnet 5 (High)AnthropicAgent · Stirrup | Stirrup | 1263± 17 |
GPT-5.4 (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1256± 16 |
GPT-6 Sol (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 1254± 21 |
GLM-5.2 (Non-reasoning)Z AIAgent · Stirrup | Stirrup | 1252± 21 |
MiniMax-M3MiniMaxAgent · Stirrup | Stirrup | 1250± 16 |
GPT-5.6 Sol (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 1250± 18 |
GPT-5.5 (Medium)OpenAIAgent · Stirrup | Stirrup | 1243± 18 |
Claude Sonnet 4.6 (Max)AnthropicAgent · Stirrup | Stirrup | 1241± 16 |
Claude Opus 5.5 (Low, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1240± 21 |
Claude Sonnet 5 (Non-reasoning, High)AnthropicAgent · Stirrup | Stirrup | 1221± 19 |
Muse Spark 1.1 (Xhigh)MetaAgent · Stirrup | Stirrup | 1217± 20 |
Gemini 3.5 Flash (High)GoogleAgent · Stirrup | Stirrup | 1212± 17 |
GPT-6.1 Terra (Low)OpenAIAgent · Stirrup | Stirrup | 1204± 23 |
GPT-6 Sol (Low)OpenAIAgent · Stirrup | Stirrup | 1201± 22 |
K2 Horizon MoVA 36B A4BMBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | 1197± 21 |
Apodex 1.1ApodexAgent · Stirrup | Stirrup | 1196± 20 |
Quasar 438B (Max, Based on GLM-5.2)Multiverse ComputingAgent · Stirrup | Stirrup | 1190± 20 |
Claude Sonnet 5.5 (Low, Default Fallback)AnthropicAgent · Stirrup | Stirrup | 1182± 22 |
Beam 1.0ReflectionAgent · Stirrup | Stirrup | 1177± 19 |
Ling-3.0-flash-VLInclusionAIAgent · Stirrup | Stirrup | 1169± 21 |
Claude Sonnet 5 (Medium)AnthropicAgent · Stirrup | Stirrup | 1167± 18 |
DeepSeek V4 Pro 0424 (Max)DeepSeekAgent · Stirrup | Stirrup | 1166± 17 |
Nemotron 3.5 Super VLNVIDIAAgent · Stirrup | Stirrup | 1162± 19 |
DeepSeek V4 Pro 0424 (High)DeepSeekAgent · Stirrup | Stirrup | 1160± 22 |
GPT-5.6 Luna (Medium)OpenAIAgent · Stirrup | Stirrup | 1138± 19 |
Kimi K3 (Low)KimiAgent · Stirrup | Stirrup | 1136± 22 |
Qwen3.7 MaxAlibabaAgent · Stirrup | Stirrup | 1135± 17 |
Inkling SmallThinking MachinesAgent · Stirrup | Stirrup | 1133± 22 |
Claude Haiku 5.5 (Low)AnthropicAgent · Stirrup | Stirrup | 1130± 22 |
MiMo-V2.5-Pro (Reasoning)XiaomiAgent · Stirrup | Stirrup | 1129± 17 |
JT-4.1 Flash 236B A21B (Non-reasoning)China MobileAgent · Stirrup | Stirrup | 1128± 21 |
Motif 3Motif TechnologiesAgent · Stirrup | Stirrup | 1127± 22 |
GLM-5.1 (Reasoning)Z AIAgent · Stirrup | Stirrup | 1125± 17 |
GPT-5.6 Terra (Low)OpenAIAgent · Stirrup | Stirrup | 1117± 18 |
Nex-N2-Pro (Based on Qwen3.5-397B-A17B)Nex AGIAgent · Stirrup | Stirrup | 1109± 19 |
G9v3-39A5BAI9StarsAgent · Stirrup | Stirrup | 1109± 23 |
Motif 3 (Beta)Motif TechnologiesAgent · Stirrup | Stirrup | 1109± 22 |
Ling-3.0-flash-FinInclusionAIAgent · Stirrup | Stirrup | 1108± 22 |
Solar Pro 4UpstageAgent · Stirrup | Stirrup | 1106± 20 |
GPT-5.6 Terra (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 1105± 19 |
Solar Mini 4UpstageAgent · Stirrup | Stirrup | 1092± 23 |
Qwen3.8 27B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | 1082± 20 |
Inkling (Xhigh)Thinking MachinesAgent · Stirrup | Stirrup | 1080± 22 |
Claude Sonnet 5 (Low)AnthropicAgent · Stirrup | Stirrup | 1076± 18 |
Grok Build 0.1 0616SpaceXAIAgent · Stirrup | Stirrup | 1073± 18 |
Hy3TencentAgent · Stirrup | Stirrup | 1071± 22 |
DeepSeek V4 Pro 0813 (Non-reasoning)DeepSeekAgent · Stirrup | Stirrup | 1066± 22 |
GPT-5.5 (Low)OpenAIAgent · Stirrup | Stirrup | 1053± 19 |
GPT-6 Luna (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 1052± 22 |
Kimi K2.6 (Reasoning)KimiAgent · Stirrup | Stirrup | 1047± 17 |
Kimi K2.7 CodeKimiAgent · Stirrup | Stirrup | 1046± 17 |
DeepSeek V4 Flash 0420 (Max)DeepSeekAgent · Stirrup | Stirrup | 1046± 18 |
GPT-6 Luna (Low)OpenAIAgent · Stirrup | Stirrup | 1040± 22 |
K2 Horizon 7BMBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | 1024± 22 |
GPT-5.4 mini (Xhigh)OpenAIAgent · Stirrup | Stirrup | 1022± 17 |
GLM-4.7 (Reasoning)Z AIAgent · Stirrup | Stirrup | 1021± 20 |
Nemotron 3 Ultra 550B A55B (Reasoning)NVIDIAAgent · Stirrup | Stirrup | 1021± 17 |
MiniMax-M2.7MiniMaxAgent · Stirrup | Stirrup | 1016± 17 |
DeepSeek V4 Flash 0420 (High)DeepSeekAgent · Stirrup | Stirrup | 1009± 23 |
Muse SparkMetaAgent · Stirrup | Stirrup | 1006± 17 |
MiMo-V2.5XiaomiAgent · Stirrup | Stirrup | 1005± 22 |
GPT-5.6 Luna (Low)OpenAIAgent · Stirrup | Stirrup | 1002± 19 |
Qwen3.6 PlusAlibabaAgent · Stirrup | Stirrup | 997± 17 |
Gemini 3.5 Flash-LiteGoogleAgent · Stirrup | Stirrup | 995± 22 |
Qwen3.6 27B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 993± 17 |
Nemotron 3.5 Bolt 74B-A9BNVIDIAAgent · Stirrup | Stirrup | 979± 19 |
Solar Open2 250BUpstageAgent · Stirrup | Stirrup | 978± 24 |
GPT-5.5 (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 978± 17 |
Qwen3.6 27B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | 969± 21 |
A.X-K2SK TelecomAgent · Stirrup | Stirrup | 968± 23 |
Ling 3.0 FlashInclusionAIAgent · Stirrup | Stirrup | 957± 23 |
GPT-5.4 nano (Xhigh)OpenAIAgent · Stirrup | Stirrup | 955± 17 |
Grok 4.3 (Non-reasoning)SpaceXAIAgent · Stirrup | Stirrup | 949± 18 |
Grok 4.3 (High)SpaceXAIAgent · Stirrup | Stirrup | 946± 18 |
GPT-5.6 Luna (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 928± 20 |
GPT-5 (High)OpenAIAgent · Stirrup | Stirrup | 925± 21 |
Claude 4.5 Sonnet (Reasoning)AnthropicAgent · Stirrup | Stirrup | 915± 21 |
Qwen3.6 35B A3B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 899± 18 |
K2 Horizon 3.7BMBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | 889± 24 |
LongCat 2.0LongCatAgent · Stirrup | Stirrup | 877± 21 |
Step 3.7 FlashStepFunAgent · Stirrup | Stirrup | 864± 18 |
Qwen3.6 35B A3B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | 854± 24 |
Kimi K2.5 (Reasoning)KimiAgent · Stirrup | Stirrup | 847± 23 |
GPT-5.1 (High)OpenAIAgent · Stirrup | Stirrup | 834± 22 |
Qwen3.5 122B A10B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 822± 18 |
K-EXAONE 2.0 0803LG AI ResearchAgent · Stirrup | Stirrup | 816± 25 |
Qwen3.5 397B A17B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 801± 19 |
Gemini 3.1 Pro PreviewGoogleAgent · Stirrup | Stirrup | 799± 19 |
Muse Glimmer (High)MetaAgent · Stirrup | Stirrup | 792± 23 |
Qwen3.7 PlusAlibabaAgent · Stirrup | Stirrup | 775± 19 |
GPT-5 mini (High)OpenAIAgent · Stirrup | Stirrup | 773± 22 |
Mistral Medium 3.5MistralAgent · Stirrup | Stirrup | 769± 19 |
GLM-4.6 (Reasoning)Z AIAgent · Stirrup | Stirrup | 764± 22 |
Ring-2.6-1TInclusionAIAgent · Stirrup | Stirrup | 753± 19 |
KAT Coder Pro V2KwaiKATAgent · Stirrup | Stirrup | 742± 23 |
Claude 4.5 Haiku (Reasoning)AnthropicAgent · Stirrup | Stirrup | 740± 19 |
KAT-Coder-Pro V1KwaiKATAgent · Stirrup | Stirrup | 738± 21 |
DeepSeek V3.1 Terminus (Reasoning)DeepSeekAgent · Stirrup | Stirrup | 718± 24 |
Qwen3.5 122B A10B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | 716± 23 |
MiniCPM5-2BOpenBMBAgent · Stirrup | Stirrup | 715± 25 |
DeepSeek V3.2 (Reasoning)DeepSeekAgent · Stirrup | Stirrup | 699± 25 |
Claude 4 Sonnet (Reasoning)AnthropicAgent · Stirrup | Stirrup | 698± 22 |
Nemotron 3.5 LightningNVIDIAAgent · Stirrup | Stirrup | 646± 24 |
MiMo-V2-Flash (Non-reasoning)XiaomiAgent · Stirrup | Stirrup | 636± 24 |
Gemma 4 31B (Reasoning)GoogleAgent · Stirrup | Stirrup | 627± 20 |
Qwen3.5 35B A3B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | 616± 25 |
gpt-oss-120b (High)OpenAIAgent · Stirrup | Stirrup | 616± 19 |
GPT-5.4 mini (Non-reasoning)OpenAIAgent · Stirrup | Stirrup | 597± 20 |
Granite 4.2 30BIBMAgent · Stirrup | Stirrup | 583± 23 |
Gemma 4 26B A4B (Reasoning)GoogleAgent · Stirrup | Stirrup | 573± 19 |
Ling 3.0 TinyInclusionAIAgent · Stirrup | Stirrup | 568± 26 |
Gemma 4 31B (Non-reasoning)GoogleAgent · Stirrup | Stirrup | 555± 23 |
Devstral 2MistralAgent · Stirrup | Stirrup | 552± 21 |
Devstral Small 2MistralAgent · Stirrup | Stirrup | 535± 20 |
Command A+CohereAgent · Stirrup | Stirrup | 522± 22 |
Qwen3 Coder NextAlibabaAgent · Stirrup | Stirrup | 521± 23 |
GPT-5.5 Instant (June 2026)OpenAIAgent · Stirrup | Stirrup | 516± 21 |
Mercury 2InceptionAgent · Stirrup | Stirrup | 502± 23 |
Granite 4.2 8BIBMAgent · Stirrup | Stirrup | 499± 24 |
Nemotron 3 Super 120B A12B (Reasoning)NVIDIAAgent · Stirrup | Stirrup | 497± 19 |
Mercury 2.5InceptionAgent · Stirrup | Stirrup | 482± 25 |
Nova 2.0 Pro Preview (Medium)AmazonAgent · Stirrup | Stirrup | 477± 19 |
EXAONE 4.5 33B (Reasoning)LG AI ResearchAgent · Stirrup | Stirrup | 474± 24 |
Gemini 2.5 ProGoogleAgent · Stirrup | Stirrup | 463± 21 |
HyperNova 60B 2605 (High, Based on gpt-oss-120b)Multiverse ComputingAgent · Stirrup | Stirrup | 449± 23 |
Nova 2.0 Pro Preview (Low)AmazonAgent · Stirrup | Stirrup | 444± 20 |
Gemini 3.1 Flash-LiteGoogleAgent · Stirrup | Stirrup | 438± 19 |
Gemma 4 12B (Reasoning)GoogleAgent · Stirrup | Stirrup | 435± 24 |
Mistral Large 3MistralAgent · Stirrup | Stirrup | 428± 20 |
Qwen3.5 9B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 427± 22 |
Mistral Medium 3.1MistralAgent · Stirrup | Stirrup | 393± 21 |
Mistral Small 3.1MistralAgent · Stirrup | Stirrup | 384± 21 |
K-EXAONE (Reasoning)LG AI ResearchAgent · Stirrup | Stirrup | 375± 24 |
Nova 2.0 Lite (High)AmazonAgent · Stirrup | Stirrup | 374± 20 |
Mistral Small 4 (Reasoning)MistralAgent · Stirrup | Stirrup | 370± 22 |
gpt-oss-20b (High)OpenAIAgent · Stirrup | Stirrup | 347± 19 |
Trinity Large ThinkingArcee AIAgent · Stirrup | Stirrup | 344± 24 |
Nova 2.0 Pro Preview (Non-reasoning)AmazonAgent · Stirrup | Stirrup | 339± 20 |
DiffusionGemma 26B A4BGoogleAgent · Stirrup | Stirrup | 329± 21 |
Ling 2.6 FlashInclusionAIAgent · Stirrup | Stirrup | 326± 23 |
Qwen3 235B A22B 2507 (Reasoning)AlibabaAgent · Stirrup | Stirrup | 321± 22 |
North Mini CodeCohereAgent · Stirrup | Stirrup | 319± 22 |
Celeris-1CelerisAgent · Stirrup | Stirrup | 309± 24 |
DeepSeek R1 (Jan '25)DeepSeekAgent · Stirrup | Stirrup | 302± 22 |
GPT-4.1 miniOpenAIAgent · Stirrup | Stirrup | 277± 22 |
Nemotron Cascade 2 30B A3BNVIDIAAgent · Stirrup | Stirrup | 272± 24 |
Solar Pro 3UpstageAgent · Stirrup | Stirrup | 272± 19 |
NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)NVIDIAAgent · Stirrup | Stirrup | 262± 20 |
Ministral 3 14BMistralAgent · Stirrup | Stirrup | 255± 20 |
o3-mini (High)OpenAIAgent · Stirrup | Stirrup | 238± 23 |
Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIAAgent · Stirrup | Stirrup | 237± 24 |
Ministral 3 8BMistralAgent · Stirrup | Stirrup | 221± 20 |
Claude 3.5 HaikuAnthropicAgent · Stirrup | Stirrup | 218± 21 |
Granite 4.2 3BIBMAgent · Stirrup | Stirrup | 209± 25 |
Granite 4.1 30BIBMAgent · Stirrup | Stirrup | 195± 20 |
gpt-oss-120b (Low)OpenAIAgent · Stirrup | Stirrup | 179± 25 |
Magistral Medium 1.2MistralAgent · Stirrup | Stirrup | 176± 21 |
K2 Think V2MBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | 137± 22 |
Qwen3 Next 80B A3B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 136± 23 |
DeepSeek V3 0324DeepSeekAgent · Stirrup | Stirrup | 77± 22 |
Qwen3 30B A3B 2507 (Reasoning)AlibabaAgent · Stirrup | Stirrup | 75± 23 |
Qwen3 32B (Reasoning)AlibabaAgent · Stirrup | Stirrup | 41± 21 |
Ministral 3 3BMistralAgent · Stirrup | Stirrup | 37± 21 |
Magistral Small 1.2MistralAgent · Stirrup | Stirrup | 12± 22 |
LFM2.5-2.6BLiquid AIAgent · Stirrup | Stirrup | -1± 26 |
GPT-4o (Nov '24)OpenAIAgent · Stirrup | Stirrup | -9± 29 |
GPT-4OpenAIAgent · Stirrup | Stirrup | -13± 22 |
GPT-4o miniOpenAIAgent · Stirrup | Stirrup | -15± 23 |
Qwen3 14B (Reasoning)AlibabaAgent · Stirrup | Stirrup | -17± 22 |
DeepSeek V3 (Dec '24)DeepSeekAgent · Stirrup | Stirrup | -21± 23 |
Gemma 4 E4B (Reasoning)GoogleAgent · Stirrup | Stirrup | -29± 25 |
Qwen3.5 2B (Reasoning)AlibabaAgent · Stirrup | Stirrup | -39± 24 |
Qwen3 8B (Reasoning)AlibabaAgent · Stirrup | Stirrup | -41± 23 |
NVIDIA Nemotron 3 Nano 4BNVIDIAAgent · Stirrup | Stirrup | -51± 24 |
Granite 4.1 3BIBMAgent · Stirrup | Stirrup | -138± 24 |
Llama 4 ScoutMetaAgent · Stirrup | Stirrup | -156± 21 |
Llama 3.3 Instruct 70BMetaAgent · Stirrup | Stirrup | -166± 22 |
Gemma 4 E2B (Reasoning)GoogleAgent · Stirrup | Stirrup | -181± 24 |
Mistral Small 3.2MistralAgent · Stirrup | Stirrup | -188± 23 |
GPT-4.1 nanoOpenAIAgent · Stirrup | Stirrup | -206± 22 |
Llama 4 MaverickMetaAgent · Stirrup | Stirrup | -268± 20 |
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)NVIDIAAgent · Stirrup | Stirrup | -349± 20 |
Qwen3.5 2B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | -359± 21 |
MiniCPM-V 4.6 1.3BOpenBMBAgent · Stirrup | Stirrup | -362± 20 |
Qwen3.5 0.8B (Non-reasoning)AlibabaAgent · Stirrup | Stirrup | -363± 21 |
Llama 3.1 Instruct 8BMetaAgent · Stirrup | Stirrup | -380± 20 |
Qwen3.5 0.8B (Reasoning)AlibabaAgent · Stirrup | Stirrup | -381± 21 |
Nanbeige4.1-3BNanbeigeAgent · Stirrup | Stirrup | -397± 20 |
Gemma 3 27B InstructGoogleAgent · Stirrup | Stirrup | -401± 20 |
Gemma 3 12B InstructGoogleAgent · Stirrup | Stirrup | -401± 20 |
Phi-4 Mini InstructMicrosoftAgent · Stirrup | Stirrup | -401± 20 |
K2 Horizon 0.9BMBZUAI Institute of Foundation ModelsAgent · Stirrup | Stirrup | -402± 20 |