- Context
- 1Mtokens
- Released
- 3mo 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 #75
- 1467
MiMo-V2.5-ProSimilar price - 1455
GPT-5.1Nearby rank - 1455
Qwen3.7 PlusNearby rank - 1455
Gemini 3.5 Flash Lite - 1454
Hy3Nearby rank - 1453
GPT-5.6 LunaNearby rank - 1433
Gemini 3.1 Flash Lite PreviewEarlier version - 1424
GLM 4.6Similar price - 1409
Qwen3.5-27BSimilar price - 1335
Nova 2 LiteSimilar price
+22 vs Gemini 3.1 Flash Lite Preview (earlier version) · Ahead of 3 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #91
- 1479
MiMo-V2.5-ProSimilar price - 1437
Beam 1.0 501B A23BNearby rank - 1436
Kimi K2.5Nearby rank - 1435
Gemini 3.5 Flash Lite - 1435
GLM 5Nearby rank - 1435
GLM 4.7Nearby rank - 1357
Qwen3.5-27BSimilar price - 1342
GLM 4.6Similar price - 1256
Gemini 3.1 Flash Lite PreviewEarlier version - 1196
Devstral 2 2512Similar price
+180 vs Gemini 3.1 Flash Lite Preview (earlier version) · Ahead of 3 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Arena #38
- 1272
GLM 5.3 FlashNearby rank - 1266
GPT-5.6 TerraNearby rank - 1266
Gemini 3.5 Flash Lite - 1265
Gemma 4 31BNearby rank - 1265
Kimi K2.6Nearby rank - 1235
Gemini 3.1 Flash Lite PreviewEarlier version - 1234
MiMo-V2.5Similar price - 1160
Mistral Medium 3.1Similar price - 1153
GLM 4.5VSimilar price - 1121
Qwen2.5 VL 72B InstructSimilar price
+31 vs Gemini 3.1 Flash Lite Preview (earlier version) · Ahead of 4 of 4 similarly priced models
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
#56 of 85
- 40.1%
Inkling SmallSimilar price - 13.6%
Claude Sonnet 4.5Nearby rank - 11.8%
Kimi K2.5Similar price - 10.3%
Gemini 3.5 Flash Lite - 9.9%
GPT-5Nearby rank - 8.6%
Claude Opus 4Nearby rank - 1.1%
R1 0528Similar price - 0.0%
GPT-4.1 MiniSimilar price
Ahead of 2 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#71 of 72
- 26.8%
Mistral Large 4Similar price - 17.1%
Inkling SmallSimilar price - 12.2%
GPT-5 MiniSimilar price - 2.4%
DeepSeek V4 Pro 0423Similar price - 2.4%
GPT-5.5 InstantNearby rank - 0.0%
Gemini 2.5 ProNearby rank - 0.0%
Gemini 3.5 Flash Lite
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#72 of 87
- 58.6%
Mistral Large 4Similar price - 45.3%
DeepSeek V4 Pro 0423Similar price - 38.2%
Qwen3.6 PlusSimilar price - 27.7%
Gemini 3.1 Flash LitePredecessor - 26.3%
GPT-5.5 InstantNearby rank - 26.0%
Gemini 3.5 Flash Lite - 24.6%
Gemini 2.5 ProNearby rank - 23.9%
Claude Sonnet 4.5Nearby rank - 6.7%
GPT-4.1 MiniSimilar price
-1.8 pts vs Gemini 3.1 Flash Lite (predecessor) · Ahead of 1 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#77 of 161
- 88.4%
Qwen3.6 PlusSimilar price - 83.5%
Qwen3.5-35B-A3BNearby rank - 83.4%
DeepSeek ReasonerNearby rank - 83.3%
Gemini 3.5 Flash Lite - 83.3%
Qwen3.6 FlashNearby rank - 83.3%
GLM 4.7Similar price - 81.8%
Gemini 3.1 Flash LitePredecessor - 76.3%
R1 0528Similar price - 59.5%
Mistral Medium 3Similar price
+1.5 pts vs Gemini 3.1 Flash Lite (predecessor) · Ahead of 2 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#91 of 158
- 93.3%
Qwen3.6 PlusSimilar price - 83.3%
GLM 4.7Similar price - 80.0%
Gemini 3.1 Flash LitePredecessor - 73.3%
Gemma 4 31BNearby rank - 71.1%
Claude Sonnet 4Nearby rank - 71.1%
Gemini 3.5 Flash Lite - 71.1%MiniMax M3Nearby rank
- 70.8%
Gemini 2.5 Flash Preview 05-20Nearby rank - 66.4%
R1 0528Similar price - 32.2%
Mistral Medium 3Similar price
-8.9 pts vs Gemini 3.1 Flash Lite (predecessor) · Ahead of 2 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
ARC-AGI-2
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
- Arena TextArena #751455
+22 vs Gemini 3.1 Flash Lite Preview (earlier version)
- default145595% CI 1450 to 1459 · 35,114 votes
- Arena WebDevArena #911435
+180 vs Gemini 3.1 Flash Lite Preview (earlier version)
- default143595% CI 1394 to 1476 · 233 votes
- Arena VisionArena #381266
+31 vs Gemini 3.1 Flash Lite Preview (earlier version)
- default126695% CI 1258 to 1273 · 10,800 votes
- ARC-AGI-2#56 of 8510.3%
- minimal0.8%
- low1.5%
- medium5.3%
- high10.3%
- FrontierMath-Tier-4-v2-Private#71 of 720.0%
- high0.0%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#72 of 8726.0%
-1.8 pts vs Gemini 3.1 Flash Lite (predecessor)
- high26.0%
Source:Epoch AI evaluation - GPQA diamond#77 of 16183.3%
+1.5 pts vs Gemini 3.1 Flash Lite (predecessor)
- minimal74.2%
- low75.8%
- high83.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#91 of 15871.1%
-8.9 pts vs Gemini 3.1 Flash Lite (predecessor)
- minimal51.1%
- low60.0%
- high71.1%
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.