- Context
- 200Ktokens
- Released
- 1y ago
Benchmarks
DeepSWE is the primary coding benchmark where an exact model evaluation exists. Arena leaderboards and other sourced evaluations appear below; missing scores are not zero.
How it ranks
Against its predecessor, similarly priced models and the models ranked around it.
DeepSWE 1.1
Best pass@1 per model · Higher is better
Not evaluated in DeepSWE 1.1
Arena Text
Best Arena rating per model · Higher is better
Arena #184
- 1391MiniMax M2.5Nearby rank
- 1390
GPT-5 MiniNearby rank - 1388
Claude Sonnet 3.7 - 1387
Solar Pro 4Nearby rank - 1387
Mistral Medium 3Nearby rank - 1374
Claude Sonnet 3.5 v2Predecessor - 1365
Gemma 3 27BSimilar release date - 1354
Command ASimilar release date - 1336QwQ 32BSimilar release date
- 1274
Mistral Small 3Similar release date
+14 vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 4 of 4 models released around the same time
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
Arena Vision
Best Arena rating per model · Higher is better
Arena #98
- 1199
GPT-5.4 NanoNearby rank - 1196
Grok 4.1 Fast (Reasoning)Nearby rank - 1193
Claude Sonnet 3.7 - 1189
Gemini 2.5 Flash-Lite Preview 06-17Nearby rank - 1188Qwen3 VL 235B A22B ThinkingNearby rank
- 1161
Claude Sonnet 3.5 v2Predecessor - 1160
Gemma 3 27BSimilar release date - 1127
Mistral Small 3.1 24BSimilar release date - 1121
Qwen2.5 VL 72B InstructSimilar release date - 1001
Aya Vision 32BSimilar release date
+31 vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 4 of 4 models released around the same time
Arena Search
Best Arena rating per model · Higher is better
Not ranked on Arena Search yet
Arena Document
Best Arena rating per model · Higher is better
Not ranked on Arena Document yet
Agent Arena
Best IPS score per model · Higher is better
Not ranked on Agent Arena yet
ARC-AGI-2
Best score per model · Higher is better
#76 of 85
- 2.5%
Gemini 2.5 Flash Preview 05-20Similar release date - 1.3%
Qwen3 235B A22B Instruct 2507Nearby rank - 1.1%
R1 0528Similar release date - 0.9%
Claude Sonnet 3.7 - 0.4%
GPT-4.1Similar release date - 0.0%
Gemini 2.5 Pro Preview 06-05Nearby rank - 0.0%
Llama 4 MaverickSimilar release date
Ahead of 2 of 4 models released around the same time
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#44 of 58
- 10.3%
Gemini 2.5 Pro Preview 06-05Similar release date - 5.5%
GPT-4.1Similar release date - 4.5%
Claude Opus 4Nearby rank - 4.5%
GPT-4.1 MiniNearby rank - 4.1%
Claude Sonnet 3.7 - 4.1%
Claude Sonnet 4Nearby rank - 3.8%
GLM 4.6Nearby rank - 2.1%
Claude Sonnet 3.5 v2Predecessor - 0.3%
Mistral Medium 3Similar release date - 0.0%
Llama 4 ScoutSimilar release date
+2.1 pts vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 2 of 4 models released around the same time
GPQA diamond
Best score per model · Higher is better
#88 of 161
- 81.8%
o3Nearby rank - 80.1%
Qwen3 235B A22B Thinking 2507Nearby rank - 79.7%
Claude Sonnet 3.7 - 79.2%
Claude Sonnet 4Nearby rank - 79.0%
Qwen3.5-9BNearby rank - 65.4%QwQ PlusSimilar release date
- 64.1%
DeepSeek-R1-Distill-Qwen-32BSimilar release date - 55.3%
Claude Sonnet 3.5 v2Predecessor - 51.8%
Llama 4 ScoutSimilar release date - 47.7%
Gemma 3 27BSimilar release date
+24.4 pts vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 4 of 4 models released around the same time
Humanity's Last Exam
Best score per model · Higher is better
#25 of 34
- 11.0%
Gemini 2.5 Flash Preview 05-20Similar release date - 8.3%
GLM 4.5Nearby rank - 8.1%
GLM 4.5 AirNearby rank - 8.0%
Claude Sonnet 3.7 - 7.9%
Claude Opus 4.1Nearby rank - 7.5%
Claude Sonnet 4.5Nearby rank - 5.7%
Llama 4 MaverickSimilar release date - 5.4%
GPT-4.1Similar release date - 4.5%
Mistral Medium 3Similar release date - 4.1%
Claude Sonnet 3.5 v2Predecessor
+4.0 pts vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 3 of 4 models released around the same time
OSWorld
Best score per model · Higher is better
#8 of 10
- 62.9%
Claude Sonnet 4.5Nearby rank - 43.9%
Claude Sonnet 4Similar release date - 35.8%
Claude Sonnet 3.7 - 23.0%
o3Similar release date - 5.0%
Qwen2.5 VL 72B InstructSimilar release date
Ahead of 2 of 3 models released around the same time
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#115 of 158
- 59.2%QwQ 32BSimilar release date
- 58.3%
GLM 4.7 FlashNearby rank - 57.8%
Claude Sonnet 3.7 - 56.1%Qwen3 8BNearby rank
- 55.8%Qwen3.5 4BNearby rank
- 55.6%
DeepSeek-R1-Distill-Qwen-32BSimilar release date - 22.5%
Gemma 3 27BSimilar release date - 8.5%
Claude Sonnet 3.5 v2Predecessor - 7.8%
Llama 4 ScoutSimilar release date
+49.3 pts vs Claude Sonnet 3.5 v2 (predecessor) · Ahead of 3 of 4 models released around the same time
SWE-bench Verified
Best score per model · Higher is better
#31 of 35
- 64.7%
GPT-5 MiniNearby rank - 62.3%
o3Similar release date - 61.0%
Claude Sonnet 3.7 - 57.9%
Qwen3.6 PlusNearby rank - 57.6%
Gemini 2.5 ProSimilar release date - 48.5%
GPT-4.1Similar release date - 31.0%
GPT-4o (2024-11-20)Similar release date
Ahead of 3 of 4 models released around the same time
Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.
All published scores
- Arena TextArena #1841388
+14 vs Claude Sonnet 3.5 v2 (predecessor)
- default138832K, thinking95% CI 1384 to 1393 · 38,126 votes
- default137295% CI 1368 to 1376 · 42,553 votes
- Arena VisionArena #981193
+31 vs Claude Sonnet 3.5 v2 (predecessor)
- default119332K, thinking95% CI 1177 to 1208 · 1,432 votes
- default117595% CI 1166 to 1185 · 4,516 votes
- ARC-AGI-2#76 of 850.9%
- default0.9%8K
- default0.7%16K
- default0.4%1K
- default0.0%
- FrontierMath-2025-02-28-Private#44 of 584.1%
+2.1 pts vs Claude Sonnet 3.5 v2 (predecessor)
- default4.1%16K
- default3.4%32K
- default3.1%
- default3.1%64K
Source:Epoch AI evaluation - GPQA diamond#88 of 16179.7%
+24.4 pts vs Claude Sonnet 3.5 v2 (predecessor)
- default79.7%64K
- default76.8%16K
- default76.8%32K
- default66.0%
Source:Epoch AI evaluation - Humanity's Last Exam#25 of 348.0%
+4.0 pts vs Claude Sonnet 3.5 v2 (predecessor)
- unknown8.0%
- OSWorld#8 of 1035.8%
- default35.8%claude-3-7-sonnet-20250219 (50 steps)
- default35.6%claude-3-7-sonnet-20250219 (100 steps)
- default27.1%claude-3-7-sonnet-20250219 (15 steps)
- OTIS Mock AIME 2024-2025#115 of 15857.8%
+49.3 pts vs Claude Sonnet 3.5 v2 (predecessor)
- default57.8%64K
- default53.3%32K
- default46.7%16K
- default21.9%
Source:Epoch AI evaluation - SWE-bench Verified#31 of 3561.0%
- default61.0%
Source:Epoch AI evaluation
Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.
Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.