- Context
- 1Mtokens
- Released
- 1y ago
Cost/1M tokens
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 #89
- 1472
Claude Sonnet 5.5Similar price - 1466
Grok 4.5Similar price - 1455
GPT-5.1Similar price - 1447
GPT-5.4 MiniNearby rank - 1446
ERNIE 5.0Nearby rank - 1446
Gemini 2.5 Pro - 1443
InklingNearby rank - 1443
Qwen3.6 PlusNearby rank - 1427
Mistral Medium 3.5Similar price - 1360
Gemini 2.0 FlashPredecessor
+85 vs Gemini 2.0 Flash (predecessor) · Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #149
- 1676
Qwen3.8 Max (0902)Similar price - 1641
Grok 4.7Similar price - 1417
GPT-5Similar price - 1263
Mistral Medium 3.5Similar price - 1242
Grok 4.1 Fast (Reasoning)Nearby rank - 1233
Mistral Large 3 2512Nearby rank - 1228
Gemini 2.5 Pro - 1196
Devstral 2 2512Nearby rank - 1164
x-AI/Grok-Code-Fast 1Nearby rank
Ahead of 0 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Arena #57
- 1280
Grok 4.5Similar price - 1263
Claude Sonnet 5.5Similar price - 1251
GPT-5.1Similar price - 1249
Grok 4.7Nearby rank - 1248
MiMo-V2.6-FlashNearby rank - 1247
Gemini 2.5 Pro - 1247
MiMo-V2.6-ProNearby rank - 1246
Qwen3.5 397B A17BNearby rank - 1199
Mistral Medium 3.5Similar price - 1172
Gemini 2.0 FlashPredecessor
+75 vs Gemini 2.0 Flash (predecessor) · Ahead of 1 of 4 similarly priced models
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
Arena #41
- 1480
Muse Spark 1.1Similar price - 1469
Claude Sonnet 5Similar price - 1466
Grok 4.5Similar price - 1438
Kimi K2.5Nearby rank - 1435MiniMax M3Nearby rank
- 1433
Gemini 2.5 Pro - 1425
GPT-5.2Nearby rank - 1419
Claude Haiku 4.5Nearby rank - 1416
GPT-5.1Similar price
Ahead of 1 of 4 similarly priced models
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
#62 of 85
- 83.9%
Claude Sonnet 5.5Similar price - 67.1%
Grok 4.6Similar price - 60.4%
Kimi K3Similar price - 17.6%
GPT-5.1Similar price - 5.9%
Claude Sonnet 4Nearby rank - 5.7%
GPT-5.4 NanoNearby rank - 4.9%
Gemini 2.5 Pro - 4.9%MiniMax M2.5Nearby rank
- 4.9%
o3 ProNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#30 of 58
- 33.4%
GLM 5.1Similar price - 32.4%
GPT-5Similar price - 31.0%
GPT-5.1Similar price - 16.4%
GLM 5Nearby rank - 15.2%
Claude Sonnet 4.5Nearby rank - 14.1%
Gemini 2.5 Pro - 10.3%
Gemini 2.5 Pro Preview 06-05Nearby rank - 10.3%
Qwen3.6 FlashNearby rank - 5.9%
Claude Haiku 4.5Similar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#18 of 46
- 12.5%
GPT-5Similar price - 12.5%
GPT-5.1Similar price - 12.5%
GLM 5.1Similar price - 4.2%
Claude Sonnet 4.5Nearby rank - 4.2%
Gemini 2.5 FlashNearby rank - 4.2%
Gemini 2.5 Pro - 4.2%
Gemini 3 Flash PreviewNearby rank - 2.1%
GLM 4.6Nearby rank - 2.1%
Claude Haiku 4.5Similar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#71 of 72
- 80.5%
Claude Sonnet 5.5Similar price - 34.1%
Qwen3.8 Max (0902)Similar price - 31.7%
Grok 4.6Similar price - 22.0%
GPT-5Similar price - 2.4%
GPT-5 NanoNearby rank - 2.4%
GPT-5.5 InstantNearby rank - 0.0%
Gemini 2.5 Pro - 0.0%
Gemini 3.5 Flash LiteNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#73 of 87
- 88.8%
Claude Sonnet 5.5Similar price - 66.0%
Grok 4.6Similar price - 65.6%
Qwen3.8 Max (0902)Similar price - 55.4%
GPT-5Similar price - 26.3%
GPT-5.5 InstantNearby rank - 26.0%
Gemini 3.5 Flash LiteNearby rank - 24.6%
Gemini 2.5 Pro - 23.9%
Claude Sonnet 4.5Nearby rank - 22.5%
Qwen3.6 FlashNearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#70 of 161
- 94.0%
Grok 4.6Similar price - 92.3%
Qwen3.8 Max (0902)Similar price - 87.6%
GPT-5.1Similar price - 85.9%
Qwen3.6 27BNearby rank - 85.4%
Nemotron 3 UltraNearby rank - 85.3%
Gemini 2.5 Pro - 84.8%Qwen3.5 PlusNearby rank
- 84.8%
Gemini 2.5 Pro Preview 06-05Nearby rank - 49.0%
Mistral Large 2407Similar price
Ahead of 1 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#76 of 158
- 100.0%
Qwen3.8 Max (0902)Similar price - 99.2%
Grok 4.6Similar price - 91.4%
GPT-5Similar price - 86.1%
Claude Opus 4.5Nearby rank - 85.8%
Claude Sonnet 4.6Nearby rank - 84.7%
Gemini 2.5 Pro - 84.4%
GPT-5.5Nearby rank - 84.4%
o3Nearby rank - 8.5%
Mistral Large 2407Similar price
Ahead of 1 of 4 similarly priced models
SWE-bench Verified
Best score per model · Higher is better
#33 of 35
- 77.3%
Qwen3.7 MaxSimilar price - 75.2%
Claude Sonnet 4.6Similar price - 74.2%
GLM 5.1Similar price - 73.6%
GPT-5Similar price - 61.0%
Claude Sonnet 3.7Nearby rank - 57.9%
Qwen3.6 PlusNearby rank - 57.6%
Gemini 2.5 Pro - 48.5%
GPT-4.1Nearby rank - 31.0%
GPT-4o (2024-11-20)Nearby rank
Ahead of 0 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#37 of 49
- 60.4%
GPT-5.1-Codex-MaxSimilar price - 57.8%
GPT-5.1-CodexSimilar price - 49.6%
GPT-5Similar price - 35.5%
Claude Haiku 4.5Similar price - 34.8%
GPT-5 MiniNearby rank - 33.4%
GLM 4.7Nearby rank - 32.6%
Gemini 2.5 Pro - 30.0%MiniMax-M2Nearby rank
- 27.8%
Kimi K2 InstructNearby rank
Ahead of 0 of 4 similarly priced models
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 #891446
+85 vs Gemini 2.0 Flash (predecessor)
- default144695% CI 1443 to 1448 · 124,789 votes
- Arena WebDevArena #1491228
- default122895% CI 1212 to 1243 · 2,677 votes
- Arena VisionArena #571247
+75 vs Gemini 2.0 Flash (predecessor)
- default124795% CI 1243 to 1252 · 88,553 votes
- Arena DocumentArena #411433
- default143395% CI 1426 to 1439 · 26,635 votes
- ARC-AGI-2#62 of 854.9%
- default4.9%32K
- default4.0%16K
- default2.9%8K
- FrontierMath-2025-02-28-Private#30 of 5814.1%
- default14.1%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#18 of 464.2%
- default4.2%
Source:Epoch AI evaluation - FrontierMath-Tier-4-v2-Private#71 of 720.0%
- default0.0%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#73 of 8724.6%
- default24.6%
Source:Epoch AI evaluation - GPQA diamond#70 of 16185.3%
- default85.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#76 of 15884.7%
- default84.7%
Source:Epoch AI evaluation - SWE-bench Verified#33 of 3557.6%
- default57.6%
Source:Epoch AI evaluation - Terminal Bench#37 of 4932.6%
- default32.6%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default32.6%Terminus 2Terminal-Bench v2 LeaderboardOriginal-source terms apply
- default26.1%Mini-SWE-AgentTerminal-Bench v2 LeaderboardOriginal-source terms apply
- default26.1%Mini-SWE-Agenthttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default19.6%Gemini CLITerminal-Bench v2 LeaderboardOriginal-source terms apply
- default19.6%Gemini CLIhttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default16.4%OpenHandshttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default16.4%OpenHandsTerminal-Bench v2 LeaderboardOriginal-source terms apply
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.