- Context
- 200Ktokens
- 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 #149
- 1496
Muse Spark 1.3Similar price - 1447
GPT-5.4 MiniSimilar price - 1443
InklingSimilar price - 1434
GLM 5V TurboSimilar price - 1415
Mistral Large 3 2512Nearby rank - 1415
GPT-4.1Nearby rank - 1414
Claude Haiku 4.5 - 1413
Qwen3 VL 235B A22B InstructNearby rank - 1412
Inkling 2 SmallNearby rank - 1325
Claude Haiku 3.5Predecessor
+89 vs Claude Haiku 3.5 (predecessor) · Ahead of 0 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #132
- 1679
GPT-6.1 TerraSimilar price - 1655
Muse Spark 1.3Similar price - 1515
Qwen3.7 MaxSimilar price - 1399
GLM 5V TurboSimilar price - 1338
GPT-5.1-CodexNearby rank - 1331
MiMo-V2-FlashNearby rank - 1330
Claude Haiku 4.5 - 1322
Kimi K2 Thinking TurboNearby rank - 1303
Laguna XS.2Nearby 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 #44
- 1480
Muse Spark 1.1Similar price - 1469
Gemini 3.8 FlashSimilar price - 1450
Kimi K2.6Similar price - 1433
Gemini 2.5 ProNearby rank - 1425
GPT-5.2Nearby rank - 1419
Claude Haiku 4.5 - 1416
GPT-5.1Nearby rank - 1406
GLM 5V TurboSimilar 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
#67 of 85
- 89.2%
Gemini 3.8 FlashSimilar price - 36.5%
InklingSimilar price - 22.8%
GLM 5.2Similar price - 18.9%
GPT-5.4 MiniSimilar price - 4.9%
GLM 5Nearby rank - 4.4%
GPT-5 MiniNearby rank - 4.0%
Claude Haiku 4.5 - 4.0%
DeepSeek V3.2Nearby rank - 2.6%
GPT-5 NanoNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#38 of 58
- 39.0%
Kimi K2.6Similar price - 33.4%
GLM 5.1Similar price - 28.3%
GPT-5.4 MiniSimilar price - 8.5%
Qwen3 235B A22B Thinking 2507Similar price - 7.2%
Claude Opus 4.1Nearby rank - 6.2%
Qwen3.5-FlashNearby rank - 5.9%
Claude Haiku 4.5 - 5.5%
GPT-4.1Nearby rank - 4.8%
Gemini 2.5 FlashNearby rank - 0.3%
Claude Haiku 3.5Predecessor
+5.6 pts vs Claude Haiku 3.5 (predecessor) · Ahead of 0 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#32 of 46
- 14.6%
Kimi K2.6Similar price - 12.5%
GLM 5.1Similar price - 2.1%
GLM 5Nearby rank - 2.1%Qwen3.5 PlusNearby rank
- 2.1%
Claude Haiku 4.5 - 2.1%
Gemini 2.5 Pro Preview 06-05Nearby rank - 2.1%
GPT-5 NanoNearby rank - 2.1%
GPT-5.4 MiniSimilar price - 0.0%
Qwen3 235B A22B Thinking 2507Similar price
Ahead of 1 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#105 of 161
- 94.3%
GPT-6.1 TerraSimilar price - 90.9%
Qwen3.7 MaxSimilar price - 89.9%
GLM 5.1Similar price - 88.3%
InklingSimilar price - 72.6%Qwen3 MaxNearby rank
- 71.5%
Seed-OSS-36B-InstructNearby rank - 71.2%
Claude Haiku 4.5 - 71.2%
DeepSeek V3Nearby rank - 70.7%Qwen3 235B-A22BNearby rank
- 38.1%
Claude Haiku 3.5Predecessor
+33.1 pts vs Claude Haiku 3.5 (predecessor) · Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#104 of 158
- 100.0%
GPT-6.1 TerraSimilar price - 99.2%
Muse Spark 1.3Similar price - 95.6%
Qwen3.7 MaxSimilar price - 93.3%
GLM 5.1Similar price - 67.5%
Seed-OSS-36B-InstructNearby rank - 66.9%
Qwen3 32BNearby rank - 66.7%
Claude Haiku 4.5 - 66.4%
R1 0528Nearby rank - 66.4%
Qwen3 14BNearby rank - 4.3%
Claude Haiku 3.5Predecessor
+62.4 pts vs Claude Haiku 3.5 (predecessor) · Ahead of 0 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#80 of 87
- 60.3%
Muse Spark 1.2Similar price - 57.3%
GPT-6.1 TerraSimilar price - 55.8%
Qwen3.7 MaxSimilar price - 34.0%
GLM 5.1Similar price - 17.4%
Seed 1.6Nearby rank - 15.9%
Qwen3.6 FlashNearby rank - 13.2%
Claude Haiku 4.5 - 12.7%
GPT-4.1 MiniNearby rank - 11.7%
GPT-5 NanoNearby rank
Ahead of 0 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#33 of 49
- 60.4%
GPT-5.1-Codex-MaxSimilar price - 57.3%
Grok 4.20Similar price - 52.4%
GLM 5Similar price - 36.6%MiniMax-M2.1Nearby rank
- 35.7%
Kimi K2 ThinkingNearby rank - 35.5%
Claude Haiku 4.5 - 34.8%
GPT-5 MiniNearby rank - 33.4%
GLM 4.7Nearby rank - 32.6%
Gemini 2.5 ProSimilar price
Ahead of 1 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 #1491414
+89 vs Claude Haiku 3.5 (predecessor)
- default141495% CI 1412 to 1416 · 154,057 votes
- Arena WebDevArena #1321330
- default133095% CI 1325 to 1335 · 28,691 votes
- Arena DocumentArena #441419
- default141995% CI 1413 to 1424 · 39,423 votes
- ARC-AGI-2#67 of 854.0%
- default4.0%32K
- default2.8%16K
- default1.7%8K
- default1.3%
- default1.3%1K
- FrontierMath-2025-02-28-Private#38 of 585.9%
+5.6 pts vs Claude Haiku 3.5 (predecessor)
- default5.9%32K
- default4.1%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#32 of 462.1%
- default2.1%32K
Source:Epoch AI evaluation - GPQA diamond#105 of 16171.2%
+33.1 pts vs Claude Haiku 3.5 (predecessor)
- default71.2%32K
- default60.5%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#104 of 15866.7%
+62.4 pts vs Claude Haiku 3.5 (predecessor)
- default66.7%32K
- default35.8%
Source:Epoch AI evaluation - SimpleQA Verified#80 of 8713.2%
- default13.2%
- default12.6%32K
Source:Epoch AI evaluation - Terminal Bench#33 of 4935.5%
- unknown35.5%Goosehttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- unknown29.8%Mini-SWE-Agenthttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default29.8%Mini-SWE-AgentTerminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown28.3%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default28.3%Terminus 2Terminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown27.5%Claude Codehttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default27.5%Claude CodeTerminal-Bench v2 LeaderboardOriginal-source terms apply
- unknown13.9%OpenHandshttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default13.9%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.