- input
- $0.32
- output
- $0.89
- Context
- 164Ktokens
- Released
- 11mo ago
- Size
- 671Bparameters
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 #213
- 1435
Beam 1.0 501B A23BSimilar price - 1401
GPT-5.4 NanoSimilar price - 1391
MiniMax M2.5Similar price - 1378
GLM 4.6VSimilar price - 1360
Gemini 2.0 FlashNearby rank - 1360
Nemotron 3 SuperNearby rank - 1358
DeepSeek V3 - 1356
Mistral Small 3.2Nearby rank - 1354
Command ANearby rank
Ahead of 0 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
Arena Search
Best Arena rating per model · Higher is better
Not ranked on Arena Search yet
Agent Arena
Best IPS score per model · Higher is better
Not ranked on Agent Arena yet
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#49 of 58
- 25.9%GPT-5.4 NanoSimilar price
- 10.3%
Qwen3.6 FlashSimilar price - 4.8%Gemini 2.5 FlashSimilar price
- 2.4%GLM 4.7Nearby rank
- 2.1%
Claude Sonnet 3.5 v2Nearby rank - 1.7%DeepSeek V3
- 1.0%
Qwen MaxNearby rank - 1.0%GPT-4.1 NanoNearby rank
- 0.3%Mistral Medium 3Similar price
Ahead of 1 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#105 of 161
- 90.9%MiniMax M3Similar price
- 90.9%GLM 5.3Similar price
- 83.3%Qwen3.6 FlashSimilar price
- 78.5%GPT-5.4 NanoSimilar price
- 71.5%
Seed-OSS-36B-InstructNearby rank - 71.2%Claude Haiku 4.5Nearby rank
- 71.2%DeepSeek V3
- 70.7%Qwen3 235B-A22BNearby rank
- 69.4%GPT-5 NanoNearby rank
Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#121 of 158
- 91.1%GLM 5.3Similar price
- 87.8%GPT-5.4 NanoSimilar price
- 84.4%Qwen3.6 FlashSimilar price
- 71.1%MiniMax M3Similar price
- 55.8%Qwen3.5 4BNearby rank
- 55.6%DeepSeek-R1-Distill-Qwen-32BNearby rank
- 48.9%DeepSeek V3
- 44.7%GPT-4.1 MiniNearby rank
- 43.9%DeepSeek R1 0528 Qwen3 8BNearby 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 #2131358
- default135895% CI 1354 to 1363 · 21,770 votes
- FrontierMath-2025-02-28-Private#49 of 581.7%
- default1.7%
Source:Epoch AI evaluation - GPQA diamond#105 of 16171.2%
- default71.2%
- default56.5%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#121 of 15848.9%
- default48.9%
- default15.8%
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.