- Context
- 1Mtokens
- Released
- 11mo 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
Not ranked on Arena Text yet
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
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
Not ranked on Arena Document yet
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
#73 of 85
- 65.1%
Grok 4.20Similar price - 61.3%
DeepSeek V4 Pro 0813Similar price - 11.8%
Kimi K2.5Similar price - 4.9%
GLM 5Similar price - 2.6%
GPT-5 NanoNearby rank - 2.5%
Gemini 2.5 Flash Preview 05-20Earlier version - 1.3%Gemini 3 Flash Preview
- 1.3%
Qwen3 235B A22B Instruct 2507Nearby rank - 1.1%R1 0528Nearby rank
-1.3 pts vs Gemini 2.5 Flash Preview 05-20 (earlier version) · Ahead of 0 of 4 similarly priced models
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#11 of 58
- 37.6%Gemini 3 Pro PreviewNearby rank
- 36.9%Gemini 3.1 Pro PreviewNearby rank
- 35.6%Gemini 3 Flash Preview
- 33.4%GLM 5.1Nearby rank
- 32.4%GPT-5Nearby rank
- 21.4%Kimi K2 ThinkingSimilar price
- 8.5%Qwen3 235B A22B Thinking 2507Similar price
- 4.8%Gemini 2.5 FlashPredecessor
- 2.4%GLM 4.7Similar price
- 0.3%
Mistral Medium 3Similar price
+30.8 pts vs Gemini 2.5 Flash (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#18 of 46
- 4.2%Gemini 2.5 FlashPredecessor
- 4.2%Gemini 2.5 ProNearby rank
- 4.2%Gemini 3 Flash Preview
- 2.1%GLM 4.6Nearby rank
- 2.1%GLM 5Nearby rank
- 2.1%GPT-5.4 MiniSimilar price
- 0.0%Kimi K2 ThinkingSimilar price
- 0.0%Qwen3 235B A22B Thinking 2507Similar price
- 0.0%GLM 4.7Similar price
Level with Gemini 2.5 Flash (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#51 of 72
- 26.8%Mistral Large 4Similar price
- 22.0%GPT-5Nearby rank
- 19.5%GPT-5 ProNearby rank
- 17.1%Gemini 3 Flash Preview
- 17.1%
Inkling SmallNearby rank - 17.1%Grok 4.7Nearby rank
- 14.6%Grok 4.3Similar price
- 12.2%Kimi K2.7 CodeSimilar price
- 2.4%DeepSeek V4 Pro 0423Similar price
Ahead of 3 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#53 of 87
- 58.6%Mistral Large 4Similar price
- 54.0%Kimi K2.7 CodeSimilar price
- 53.0%Grok 4.7Nearby rank
- 51.2%Gemini 3 Flash Preview
- 51.2%GPT-5.4 MiniNearby rank
- 46.7%GPT-5 MiniNearby rank
- 45.3%DeepSeek V4 Pro 0423Similar price
- 35.1%Qwen3.6 27BSimilar price
Ahead of 2 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#48 of 161
- 90.9%DeepSeek V4 Pro 0423Similar price
- 89.8%DeepSeek V4.1 FlashNearby rank
- 89.6%
Claude Haiku 5.5Nearby rank - 89.4%Gemini 3 Flash Preview
- 89.3%Grok 4.20 (Reasoning)Nearby rank
- 88.8%Grok 4.3Nearby rank
- 88.1%Mistral Large 4Similar price
- 85.4%
Nemotron 3 UltraSimilar price - 80.1%Qwen3 235B A22B Thinking 2507Similar price
Ahead of 3 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#38 of 158
- 98.3%Mistral Large 4Similar price
- 96.7%DeepSeek V4 Pro 0423Similar price
- 96.1%GPT-5.2Nearby rank
- 95.6%Gemini 3.1 Pro PreviewNearby rank
- 95.6%Gemini 3 Flash Preview
- 95.6%Gemini 3.5 FlashNearby rank
- 95.6%Kimi K2.7 CodeNearby rank
- 86.7%Nemotron 3 UltraSimilar price
- 86.7%Qwen3 235B A22B Thinking 2507Similar price
- 70.8%Gemini 2.5 Flash Preview 05-20Earlier version
+24.7 pts vs Gemini 2.5 Flash Preview 05-20 (earlier version) · Ahead of 2 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#13 of 87
- 69.7%GPT-5.6 SolNearby rank
- 69.2%Gemini 3.7 FlashNearby rank
- 66.8%Gemini 3 Flash Preview
- 66.2%Gemini 3.5 FlashNearby rank
- 66.2%Gemini 3.6 FlashNearby rank
- 47.0%DeepSeek V4 Pro 0423Similar price
- 40.4%Qwen3 235B A22B Thinking 2507Similar price
- 34.3%Kimi K2.5Similar price
- 20.0%Mistral Large 4Similar price
Ahead of 4 of 4 similarly priced models
SWE-bench Verified
Best score per model · Higher is better
#14 of 35
- 77.6%DeepSeek V4 Pro 0423Similar price
- 75.6%Claude Opus 4.6Nearby rank
- 75.6%Gemini 3.1 Pro Preview Custom ToolsNearby rank
- 75.4%Gemini 3 Flash Preview
- 75.2%Claude Sonnet 4.6Nearby rank
- 74.8%GPT-5.3-CodexNearby rank
- 73.8%Kimi K2.5Similar price
- 72.1%GLM 5Similar price
- 57.9%Qwen3.6 PlusSimilar price
Ahead of 3 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#10 of 49
- 66.5%GPT-5.2-CodexNearby rank
- 64.9%GPT-5.2Nearby rank
- 64.3%Gemini 3 Flash Preview
- 63.1%Claude Opus 4.5Nearby rank
- 61.6%GPT-5.1-Codex-MiniSimilar price
- 57.3%Grok 4.20Similar price
- 35.7%Kimi K2 ThinkingSimilar price
- 33.4%GLM 4.7Similar price
- 17.1%Gemini 2.5 FlashPredecessor
+47.2 pts vs Gemini 2.5 Flash (predecessor) · Ahead of 4 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
- ARC-AGI-2#73 of 851.3%
-1.3 pts vs Gemini 2.5 Flash Preview 05-20 (earlier version)
- default1.3%
- FrontierMath-2025-02-28-Private#11 of 5835.6%
+30.8 pts vs Gemini 2.5 Flash (predecessor)
- default35.6%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#18 of 464.2%
Level with Gemini 2.5 Flash (predecessor)
- default4.2%
Source:Epoch AI evaluation - FrontierMath-Tier-4-v2-Private#51 of 7217.1%
- default17.1%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#53 of 8751.2%
- default51.2%
Source:Epoch AI evaluation - GPQA diamond#48 of 16189.4%
- high89.4%
- default83.2%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#38 of 15895.6%
+24.7 pts vs Gemini 2.5 Flash Preview 05-20 (earlier version)
- high95.6%
- default92.8%
Source:Epoch AI evaluation - SimpleQA Verified#13 of 8766.8%
- high66.8%
Source:Epoch AI evaluation - SWE-bench Verified#14 of 3575.4%
- default75.4%
Source:Epoch AI evaluation - Terminal Bench#10 of 4964.3%
+47.2 pts vs Gemini 2.5 Flash (predecessor)
- default64.3%Junie CLIhttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default51.7%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default51.0%Gemini CLITerminal-Bench v2 LeaderboardOriginal-source terms apply
- default47.4%Gemini CLIhttps://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.