- input
- $0.50
- cached
- $0.10
- output
- $2.00
- Context
- 205Ktokens
- Released
- 1y ago
- Size
- 357Bparameters
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 #127
- 1455
Gemini 3.5 Flash LiteSimilar price - 1425
DeepSeek V3.2 ExpNearby rank - 1425DeepSeek V3.2Nearby rank
- 1424
GLM 4.6 - 1423
Qwen3 MaxNearby rank - 1423
Mistral Large 4Nearby rank - 1421R1 0528Similar price
- 1411GLM 4.5Predecessor
- 1409
Qwen3.5-27BSimilar price - 1335
Nova 2 LiteSimilar price
+13 vs GLM 4.5 (predecessor) · Ahead of 2 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #127
- 1479
MiMo-V2.5-ProSimilar price - 1435Gemini 3.5 Flash LiteSimilar price
- 1357Qwen3.5-27BSimilar price
- 1350
Laguna M.1Nearby rank - 1342GLM 4.6
- 1338
GPT-5.2-CodexNearby rank - 1338GPT-5.1-CodexNearby rank
- 1196Devstral 2 2512Similar price
Ahead of 1 of 4 similarly priced models
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
#46 of 58
- 26.2%Qwen3.6 PlusSimilar price
- 21.4%
Kimi K2 ThinkingSimilar price - 4.8%Gemini 2.5 FlashSimilar price
- 4.1%
Claude Sonnet 3.7Nearby rank - 4.1%Claude Sonnet 4Nearby rank
- 3.8%GLM 4.6
- 2.4%GLM 4.7Nearby rank
- 2.1%Claude Sonnet 3.5 v2Nearby rank
- 0.3%Mistral Medium 3Similar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#30 of 46
- 8.3%Qwen3.6 PlusSimilar price
- 6.3%GPT-5 MiniSimilar price
- 4.2%Gemini 2.5 FlashSimilar price
- 4.2%Gemini 2.5 ProNearby rank
- 4.2%Gemini 3 Flash PreviewNearby rank
- 2.1%GLM 4.6
- 2.1%GLM 5Nearby rank
- 2.1%Qwen3.5 PlusNearby rank
- 0.0%Kimi K2 ThinkingSimilar price
Ahead of 1 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#44 of 49
- 61.6%GPT-5.1-Codex-MiniSimilar price
- 57.3%
Grok 4.20Similar price - 43.2%Kimi K2.5Similar price
- 25.8%x-AI/Grok-Code-Fast 1Nearby rank
- 24.6%Qwen3.6 35B A3BNearby rank
- 24.5%GLM 4.6
- 21.8%GPT-5 NanoNearby rank
- 18.7%gpt-oss-120bNearby rank
- 17.1%Gemini 2.5 FlashSimilar 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 #1271424
+13 vs GLM 4.5 (predecessor)
- default142495% CI 1421 to 1428 · 35,652 votes
- Arena WebDevArena #1271342
- default134295% CI 1331 to 1353 · 6,680 votes
- FrontierMath-2025-02-28-Private#46 of 583.8%
- default3.8%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#30 of 462.1%
- default2.1%
Source:Epoch AI evaluation - Terminal Bench#44 of 4924.5%
- default24.5%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default24.5%Terminus 2Terminal-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.