- 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 #70
- 1511
Muse WonderSimilar price - 1487
Gemini 3.1 Pro PreviewSimilar price - 1475
GPT-5.4Similar price - 1457
Seed 2.0 ProNearby rank - 1456
Grok 4.6Nearby rank - 1456
Claude Sonnet 4.5 - 1455
GPT-5.1Nearby rank - 1455
Qwen3.7 PlusNearby rank - 1402
Claude Sonnet 4Predecessor - 1354
Command ASimilar price
+54 vs Claude Sonnet 4 (predecessor) · Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #109
- 1658
Kimi K3Similar price - 1649
Muse WonderSimilar price - 1462
GPT-5.4Similar price - 1446
Gemini 3.1 Pro PreviewSimilar price - 1398
GPT-5.4 MiniNearby rank - 1397
GPT-5.1Nearby rank - 1393
Claude Sonnet 4.5 - 1389
Claude Opus 4.1Nearby rank - 1386MiniMax M2.5Nearby rank
Ahead of 0 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Not ranked on Arena Vision yet
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 #35
- 1471
GPT-5.4Similar price - 1466
Grok 4.5Similar price - 1459
Gemini 3.1 Pro PreviewSimilar price - 1450
Kimi K2.6Nearby rank - 1450
Grok 4.6Nearby rank - 1448
Claude Sonnet 4.5 - 1446
Qwen3.7 PlusNearby rank - 1438
Kimi K2.5Nearby rank - 1425
GPT-5.2Similar 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
#53 of 85
- 77.1%
Gemini 3.1 Pro PreviewSimilar price - 74.0%
GPT-5.4Similar price - 67.1%
Grok 4.6Similar price - 60.4%
Kimi K3Similar price - 18.3%
GPT-5 ProNearby rank - 17.6%
GPT-5.1Nearby rank - 13.6%
Claude Sonnet 4.5 - 11.8%
Kimi K2.5Nearby rank - 10.3%
Gemini 3.5 Flash LiteNearby rank - 5.9%
Claude Sonnet 4Predecessor
+7.7 pts vs Claude Sonnet 4 (predecessor) · Ahead of 0 of 4 similarly priced models
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#28 of 58
- 47.6%
GPT-5.4Similar price - 40.7%
GPT-5.2Similar price - 36.9%
Gemini 3.1 Pro PreviewSimilar price - 18.7%
o3Nearby rank - 16.4%
GLM 5Nearby rank - 15.2%
Claude Sonnet 4.5 - 14.1%
Gemini 2.5 ProNearby rank - 10.3%
Gemini 2.5 Pro Preview 06-05Nearby rank - 4.1%
Claude Sonnet 4Predecessor - 0.3%
GPT-4o (2024-08-06)Similar price
+11.1 pts vs Claude Sonnet 4 (predecessor) · 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
- 27.1%
GPT-5.4Similar price - 18.8%
GPT-5.2Similar price - 16.7%
Gemini 3.1 Pro PreviewSimilar price - 4.2%
Claude Opus 4.1Nearby rank - 4.2%
Claude Opus 4.5Nearby rank - 4.2%
Claude Sonnet 4.5 - 4.2%
Gemini 2.5 FlashNearby rank - 4.2%
Gemini 2.5 ProNearby rank - 2.1%
o3Similar price - 0.0%
Claude Sonnet 4Predecessor
+4.2 pts vs Claude Sonnet 4 (predecessor) · Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#64 of 72
- 49.0%
GPT-5.4Similar price - 39.0%
Kimi K3Similar price - 34.1%
Qwen3.8 Max (0902)Similar price - 26.8%
Gemini 3.1 Pro PreviewSimilar price - 4.9%
InklingNearby rank - 2.4%
Claude Opus 4.1Nearby rank - 2.4%
Claude Sonnet 4.5 - 2.4%
DeepSeek V4 Pro 0423Nearby rank - 2.4%
GPT-5 NanoNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#74 of 87
- 78.6%
GPT-5.4Similar price - 72.2%
Kimi K3Similar price - 66.0%
Grok 4.6Similar price - 59.6%
Gemini 3.1 Pro PreviewSimilar price - 26.0%
Gemini 3.5 Flash LiteNearby rank - 24.6%
Gemini 2.5 ProNearby rank - 23.9%
Claude Sonnet 4.5 - 22.5%
Qwen3.6 FlashNearby rank - 20.4%
Qwen3.6 35B A3BNearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#81 of 161
- 94.4%
Gemini 3.1 Pro PreviewSimilar price - 94.0%
Grok 4.6Similar price - 93.3%
GPT-5.4Similar price - 93.1%
Kimi K3Similar price - 83.3%
GLM 4.7Nearby rank - 82.5%
GPT-5.5 InstantNearby rank - 82.3%
Claude Sonnet 4.5 - 82.3%
Qwen3.5-FlashNearby rank - 82.3%
Qwen3.7 FlashNearby rank - 79.2%
Claude Sonnet 4Predecessor
+3.1 pts vs Claude Sonnet 4 (predecessor) · Ahead of 0 of 4 similarly priced models
Humanity's Last Exam
Best score per model · Higher is better
#27 of 34
- 46.4%
Gemini 3.1 Pro PreviewSimilar price - 36.2%
GPT-5.4Similar price - 27.8%
GPT-5.2Similar price - 8.0%
Claude Sonnet 3.7Nearby rank - 7.9%
Claude Opus 4.1Nearby rank - 7.5%
Claude Sonnet 4.5 - 6.7%
Claude Opus 4Nearby rank - 5.7%
Llama 4 MaverickNearby rank - 5.5%
Claude Sonnet 4Predecessor - 2.7%
GPT-4o (2024-11-20)Similar price
+2.0 pts vs Claude Sonnet 4 (predecessor) · Ahead of 1 of 4 similarly priced models
OSWorld
Best score per model · Higher is better
#5 of 10
- 72.1%
Claude Sonnet 4.6Similar price - 66.3%
Claude Opus 4.5Similar price - 63.3%
Kimi K2.5Nearby rank - 62.9%
Claude Sonnet 4.5 - 43.9%
Claude Sonnet 4Predecessor - 35.8%
Claude Sonnet 3.7Nearby rank - 23.0%
o3Similar price
+19.0 pts vs Claude Sonnet 4 (predecessor) · Ahead of 1 of 3 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#87 of 158
- 100.0%
Qwen3.8 Max (0902)Similar price - 97.8%
GPT-5.4Similar price - 97.2%
Kimi K3Similar price - 95.6%
Gemini 3.1 Pro PreviewSimilar price - 80.0%
Gemini 3.1 Flash LiteNearby rank - 80.0%
GLM 5Nearby rank - 77.8%
Claude Sonnet 4.5 - 73.3%Qwen3 MaxNearby rank
- 73.3%
Gemma 4 31BNearby rank - 71.1%
Claude Sonnet 4Predecessor
+6.7 pts vs Claude Sonnet 4 (predecessor) · Ahead of 0 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#66 of 87
- 73.5%
Gemini 3.1 Pro PreviewSimilar price - 56.0%
Grok 4.7Similar price - 50.6%
Kimi K3Similar price - 45.1%
GPT-5.4Similar price - 32.2%
GLM 4.7Nearby rank - 31.1%
GPT-4.1Nearby rank - 30.7%
Claude Sonnet 4.5 - 30.2%
Grok 4.20 (Reasoning)Nearby rank - 29.4%
GPT-5.4 MiniNearby rank
Ahead of 0 of 4 similarly priced models
SWE-bench Verified
Best score per model · Higher is better
#25 of 35
- 76.9%
GPT-5.4Similar price - 75.6%
Gemini 3.1 Pro Preview Custom ToolsSimilar price - 74.8%
GPT-5.3-CodexSimilar price - 73.8%
GPT-5.2Similar price - 72.9%
Gemini 3 Pro PreviewNearby rank - 72.1%
GLM 5Nearby rank - 71.3%
Claude Sonnet 4.5 - 70.7%
Claude Opus 4Nearby rank - 65.9%
GPT-5.1Nearby rank - 61.0%
Claude Sonnet 3.7Earlier version
+10.3 pts vs Claude Sonnet 3.7 (earlier version) · Ahead of 0 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#21 of 49
- 81.8%
GPT-5.4Similar price - 80.2%
Gemini 3.1 Pro PreviewSimilar price - 78.4%
GPT-5.3-CodexSimilar price - 66.5%
GPT-5.2-CodexSimilar price - 49.6%
GPT-5Nearby rank - 47.6%
GPT-5.1Nearby rank - 46.5%
Claude Sonnet 4.5 - 45.1%MiniMax M2.7Nearby rank
- 44.3%
GPT-5-CodexNearby 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 #701456
+54 vs Claude Sonnet 4 (predecessor)
- high145632K95% CI 1454 to 1459 · 83,387 votes
- default145595% CI 1452 to 1458 · 82,119 votes
- Arena WebDevArena #1091393
- high139332K95% CI 1386 to 1401 · 13,100 votes
- default138595% CI 1377 to 1392 · 15,547 votes
- Arena DocumentArena #351448
- default144895% CI 1442 to 1454 · 32,916 votes
- ARC-AGI-2#53 of 8513.6%
+7.7 pts vs Claude Sonnet 4 (predecessor)
- default13.6%32K
- default6.9%16K
- default6.9%8K
- default5.8%1K
- default3.8%
- FrontierMath-2025-02-28-Private#28 of 5815.2%
+11.1 pts vs Claude Sonnet 4 (predecessor)
- default15.2%32K
- default13.5%59K
- default9.3%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#18 of 464.2%
+4.2 pts vs Claude Sonnet 4 (predecessor)
- default4.2%32K
- default2.1%
Source:Epoch AI evaluation - FrontierMath-Tier-4-v2-Private#64 of 722.4%
- default2.4%32K
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#74 of 8723.9%
- default23.9%32K
Source:Epoch AI evaluation - GPQA diamond#81 of 16182.3%
+3.1 pts vs Claude Sonnet 4 (predecessor)
- default82.3%59K
- default81.7%32K
- default78.8%16K
- default73.7%
Source:Epoch AI evaluation - Humanity's Last Exam#27 of 347.5%
+2.0 pts vs Claude Sonnet 4 (predecessor)
- unknown7.5%
- OSWorld#5 of 1062.9%
+19.0 pts vs Claude Sonnet 4 (predecessor)
- default62.9%claude-sonnet-4-5-20250929 (100 steps)
- default58.1%claude-sonnet-4-5-20250929 (50 steps)
- default42.9%claude-sonnet-4-5-20250929 (15 steps)
- OTIS Mock AIME 2024-2025#87 of 15877.8%
+6.7 pts vs Claude Sonnet 4 (predecessor)
- default77.8%32K
- default77.8%59K
- default71.1%16K
- default35.6%
Source:Epoch AI evaluation - SimpleQA Verified#66 of 8730.7%
- default30.7%59K
- default23.7%
Source:Epoch AI evaluation - SWE-bench Verified#25 of 3571.3%
+10.3 pts vs Claude Sonnet 3.7 (earlier version)
- default71.3%
Source:Epoch AI evaluation - Terminal Bench#21 of 4946.5%
- unknown46.5%CAMEL-AIhttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- unknown43.1%Goosehttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- unknown42.8%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default42.8%Terminus 2Terminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown42.7%MAYAExternal evaluation via Epoch AIOriginal-source terms apply
- unknown42.7%MAYA-V2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default42.6%OpenHandsTerminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown42.6%OpenHandshttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- unknown42.5%Mini-SWE-Agenthttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default42.5%Mini-SWE-AgentTerminal-Bench v2 LeaderboardOriginal-source terms apply
- default40.1%Claude CodeTerminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown40.1%Claude Codehttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-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.