- Context
- 1Mtokens
- Released
- 6mo 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
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#70 of 87
- 67.4%
DeepSeek V4.1 FlashSimilar price - 46.3%
Inkling SmallSimilar price - 44.9%
GPT-5.4 NanoSimilar price - 34.4%
Qwen3.7 PlusSimilar price - 33.3%InklingNearby rank
- 31.2%Qwen3.5 397B A17BNearby rank
- 27.7%
Gemini 3.1 Flash Lite - 26.3%GPT-5.5 InstantNearby rank
- 26.0%Gemini 3.5 Flash LiteNearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#85 of 161
- 90.9%
MiniMax M3Similar price - 89.8%DeepSeek V4.1 FlashSimilar price
- 88.5%Inkling SmallSimilar price
- 87.9%Qwen3.7 PlusSimilar price
- 82.3%Qwen3.5-FlashNearby rank
- 82.3%Qwen3.7 FlashNearby rank
- 81.8%Gemini 3.1 Flash Lite
- 81.8%o3Nearby rank
- 80.1%Qwen3 235B A22B Thinking 2507Nearby rank
Ahead of 0 of 4 similarly priced models
Humanity's Last Exam
Best score per model · Higher is better
#22 of 34
- 19.4%GPT-5 MiniSimilar price
- 14.2%
Claude Opus 4.5Nearby rank - 11.0%Gemini 2.5 Flash Preview 05-20Nearby rank
- 8.6%Gemini 3.1 Flash Lite
- 8.3%
GLM 4.5Nearby rank - 8.1%GLM 4.5 AirSimilar price
- 5.7%
Llama 4 MaverickSimilar price - 4.5%
Mistral Medium 3Similar price
Ahead of 3 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#85 of 158
- 98.3%DeepSeek V4.1 FlashSimilar price
- 93.3%Qwen3.7 PlusSimilar price
- 90.0%Inkling SmallSimilar price
- 82.2%Gemma 4 26B A4BNearby rank
- 81.1%GPT-5 NanoNearby rank
- 80.0%Gemini 3.1 Flash Lite
- 80.0%GLM 5Nearby rank
- 77.8%Claude Sonnet 4.5Nearby rank
- 71.1%MiniMax M3Similar 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.
Reasoning effort
FrontierMath-Tiers-1-3-v2-Private
Score by reasoning effort · Higher is better
GPQA diamond
Score by reasoning effort · Higher is better
OTIS Mock AIME 2024-2025
Score by reasoning effort · Higher is better
All published scores
- FrontierMath-Tiers-1-3-v2-Private#70 of 8727.7%
- minimal21.4%
- low22.5%
- high27.7%
Source:Epoch AI evaluation - GPQA diamond#85 of 16181.8%
- minimal73.7%
- low74.2%
- high81.8%
Source:Epoch AI evaluation - Humanity's Last Exam#22 of 348.6%
- default8.6%
- OTIS Mock AIME 2024-2025#85 of 15880.0%
- minimal37.8%
- low44.4%
- high80.0%
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.