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IOI (Vals)

Score on International Olympiad in Informatics 2024-2026 problems solved agentically.

% solvedHigher is betterToo easy now: the top models all score near perfectSaturatedThe test's websiteOfficial page ↗

The best 15 · 25 models tested

Top 15 · best setting per model · 25 models, 25 results (25 independent)

Measured by independent testersIndependent Reported by the makerVendor-reported
IOI (Vals) leaderboard
Thinking levelSetting
1Gemini 4 ArgonGoogle (Gemini / DeepMind)100.0%Highreasoning_effort=highIndependent testIndependentVals.ai ↗—29 Sep 2026
2GPT-6 AstraOpenAI100.0%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
3GPT-6.1 SolOpenAI96.9%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
4Claude Opus 5.5Anthropic95.1%Maxeffort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
5GPT-5.6 SolOpenAI91.2%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
6Claude Fable 5.1Anthropic90.8%Maxeffort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
7GPT-5.6 TerraOpenAI87.6%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
8Claude Opus 5Anthropic84.3%Maxeffort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
9Claude Sonnet 5.5Anthropic83.1%Maxeffort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
10GPT-6 SolOpenAI82.6%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
11Qwen3.8 Max (0902)Qwen (Alibaba)68.9%DefaultIndependent testIndependentVals.ai ↗—29 Sep 2026
12GLM-5.3Z.ai (Zhipu)68.4%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
13Gemini 3.7 FlashGoogle (Gemini / DeepMind)67.8%Highreasoning_effort=highIndependent testIndependentVals.ai ↗—29 Sep 2026
14GPT-5.6 LunaOpenAI61.8%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
15Hy4 previewTencent Hunyuan59.3%DefaultIndependent testIndependentVals.ai ↗—29 Sep 2026
16Grok 4.7SpaceXAI (formerly xAI)57.7%Extra highreasoning_effort=xhighIndependent testIndependentVals.ai ↗—29 Sep 2026
17Gemini 3.8 FlashGoogle (Gemini / DeepMind)56.9%Highreasoning_effort=highIndependent testIndependentVals.ai ↗—29 Sep 2026
18Muse Spark 1.3Meta (Meta Superintelligence Labs, Muse)56.6%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
19GPT-6 LunaOpenAI55.6%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
20GPT-5.3-CodexOpenAI53.8%Extra highreasoning_effort=xhighIndependent testIndependentVals.ai ↗—29 Sep 2026
21GLM-5.3-FlashZ.ai (Zhipu)52.5%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
22Gemini 3.1 Pro (Preview)Google (Gemini / DeepMind)51.8%Highreasoning_effort=highIndependent testIndependentVals.ai ↗—29 Sep 2026
23DeepSeek V4 Pro (0813)DeepSeek51.6%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
24Kimi K3Moonshot AI (Kimi)48.9%Maxreasoning_effort=maxIndependent testIndependentVals.ai ↗—29 Sep 2026
25MiMo-V2.6-FlashXiaomi MiMo47.7%DefaultIndependent testIndependentVals.ai ↗—29 Sep 2026