- 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 #123
- 1427
Mistral Medium 3.5Nearby rank - 1426
Nemotron 3 UltraNearby rank - 1426
Claude Opus 4 - 1425
DeepSeek V3.2 ExpNearby rank - 1425
DeepSeek V3.2Nearby rank - 1421
R1 0528Similar release date - 1402Qwen3 235B-A22BSimilar release date
- 1388
Claude Sonnet 3.7Predecessor - 1387
Mistral Medium 3Similar release date - 1347
Qwen3 32BSimilar release date
+38 vs Claude Sonnet 3.7 (predecessor) · Ahead of 3 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 #88
- 1247
Gemini 2.5 ProSimilar release date - 1216
o3Similar release date - 1214
GPT-4.1Nearby rank - 1211
GPT-5Nearby rank - 1208
Claude Opus 4 - 1208
Inkling SmallNearby rank - 1206
Claude Sonnet 4Nearby rank - 1193
Claude Sonnet 3.7Predecessor - 1155
Mistral Medium 3Similar release date - 1145
Llama 4 MaverickSimilar release date
Level with Claude Sonnet 3.7 (predecessor, overlapping 95% CIs) · Ahead of 2 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
#58 of 85
- 10.3%
Gemini 3.5 Flash LiteNearby rank - 9.9%
GPT-5Nearby rank - 8.6%
Claude Opus 4 - 6.5%
o3Nearby rank - 5.9%
Claude Sonnet 4Nearby rank - 4.9%
o3 ProSimilar release date - 2.5%
Gemini 2.5 Flash Preview 05-20Similar release date - 1.1%
R1 0528Similar release date - 0.9%
Claude Sonnet 3.7Predecessor - 0.0%
Magistral SmallSimilar release date
+7.7 pts vs Claude Sonnet 3.7 (predecessor) · Ahead of 4 of 4 models released around the same time
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#42 of 58
- 18.7%
o3Similar release date - 10.3%
Gemini 2.5 Pro Preview 06-05Similar release date - 5.5%
GPT-4.1Nearby rank - 4.8%
Gemini 2.5 FlashNearby rank - 4.5%
Claude Opus 4 - 4.5%
GPT-4.1 MiniNearby rank - 4.1%
Claude Sonnet 3.7Predecessor - 0.3%
Mistral Medium 3Similar release date - 0.0%
Llama 4 ScoutSimilar release date
+0.3 pts vs Claude Sonnet 3.7 (predecessor) · Ahead of 2 of 4 models released around the same time
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#18 of 46
- 6.3%
GPT-5.4 NanoNearby rank - 4.2%Qwen3.6 Max PreviewNearby rank
- 4.2%
Claude Opus 4 - 4.2%
Claude Opus 4.1Nearby rank - 4.2%
Claude Opus 4.5Nearby rank - 2.1%
GLM 4.6Similar release date - 2.1%
Gemini 2.5 Pro Preview 06-05Similar release date - 2.1%
o3Similar release date - 0.0%
Claude Sonnet 3.5 v2Earlier version - 0.0%
Qwen3 235B A22B Thinking 2507Similar release date
+4.2 pts vs Claude Sonnet 3.5 v2 (earlier version) · Ahead of 4 of 4 models released around the same time
GPQA diamond
Best score per model · Higher is better
#97 of 161
- 84.8%
Gemini 2.5 Pro Preview 06-05Similar release date - 79.7%
Claude Sonnet 3.7Predecessor - 77.3%
Claude Opus 4.1Nearby rank - 76.3%
R1 0528Similar release date - 76.3%
Claude Opus 4 - 75.8%
Gemma 4 31BNearby rank - 75.8%
gpt-oss-120bNearby rank - 63.8%
Qwen3 14BSimilar release date - 59.5%
Mistral Medium 3Similar release date
-3.5 pts vs Claude Sonnet 3.7 (predecessor) · Ahead of 2 of 4 models released around the same time
Humanity's Last Exam
Best score per model · Higher is better
#28 of 34
- 20.3%
o3Similar release date - 11.0%
Gemini 2.5 Flash Preview 05-20Similar release date - 8.0%
Claude Sonnet 3.7Predecessor - 7.9%
Claude Opus 4.1Nearby rank - 7.5%
Claude Sonnet 4.5Nearby rank - 6.7%
Claude Opus 4 - 5.7%
Llama 4 MaverickSimilar release date - 5.5%
Claude Sonnet 4Nearby rank - 4.5%
Mistral Medium 3Similar release date
-1.4 pts vs Claude Sonnet 3.7 (predecessor) · Ahead of 2 of 4 models released around the same time
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#109 of 158
- 70.8%
Gemini 2.5 Flash Preview 05-20Similar release date - 66.4%
R1 0528Similar release date - 66.4%
Qwen3 14BSimilar release date - 65.3%
gpt-oss-20bNearby rank - 64.4%
Claude Opus 4 - 62.8%
Qwen3 30B A3BNearby rank - 62.2%
Qwen3 30B A3B Instruct 2507Nearby rank - 57.8%
Claude Sonnet 3.7Predecessor - 32.2%
Mistral Medium 3Similar release date
+6.7 pts vs Claude Sonnet 3.7 (predecessor) · Ahead of 1 of 4 models released around the same time
SWE-bench Verified
Best score per model · Higher is better
#27 of 35
- 73.6%
GPT-5Similar release date - 72.1%
GLM 5Nearby rank - 71.3%
Claude Sonnet 4.5Nearby rank - 70.7%
Claude Opus 4 - 65.9%
GPT-5.1Nearby rank - 64.7%
GPT-5 MiniNearby rank - 62.3%
o3Similar release date - 61.0%
Claude Sonnet 3.7Predecessor - 57.6%
Gemini 2.5 ProSimilar release date - 48.5%
GPT-4.1Similar release date
+9.7 pts vs Claude Sonnet 3.7 (predecessor) · 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 #1231426
+38 vs Claude Sonnet 3.7 (predecessor)
- default142616K, thinking95% CI 1422 to 1431 · 35,852 votes
- default141495% CI 1410 to 1419 · 42,967 votes
- Arena VisionArena #881208
Level with Claude Sonnet 3.7 (predecessor, overlapping 95% CIs)
- default120816K, thinking95% CI 1192 to 1224 · 1,287 votes
- default118995% CI 1176 to 1202 · 2,166 votes
- ARC-AGI-2#58 of 858.6%
+7.7 pts vs Claude Sonnet 3.7 (predecessor)
- default8.6%16K
- default4.5%8K
- default1.3%
- default0.0%1K
- FrontierMath-2025-02-28-Private#42 of 584.5%
+0.3 pts vs Claude Sonnet 3.7 (predecessor)
- default4.5%
- default4.1%27K
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#18 of 464.2%
+4.2 pts vs Claude Sonnet 3.5 v2 (earlier version)
- default4.2%27K
- default0.0%
Source:Epoch AI evaluation - GPQA diamond#97 of 16176.3%
-3.5 pts vs Claude Sonnet 3.7 (predecessor)
- default76.3%16K
- default69.2%
Source:Epoch AI evaluation - Humanity's Last Exam#28 of 346.7%
-1.4 pts vs Claude Sonnet 3.7 (predecessor)
- unknown6.7%
- OTIS Mock AIME 2024-2025#109 of 15864.4%
+6.7 pts vs Claude Sonnet 3.7 (predecessor)
- default64.4%27K
- default60.0%16K
- default42.2%
Source:Epoch AI evaluation - SWE-bench Verified#27 of 3570.7%
+9.7 pts vs Claude Sonnet 3.7 (predecessor)
- default70.7%
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.