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TestsBenchmarks · Long context

OpenAI MRCR v2 (8-needle)

Multi-round coreference over long context; context range in settingLabel.

% solvedHigher is betterCounts toward:Weights: Research & analysis ×0.5The test's websiteOfficial page ↗

The best 13 · 13 models tested

Top 13 · best setting per model · 13 models, 14 results (0 independent)

Measured by independent testersIndependent Reported by the makerVendor-reported
OpenAI MRCR v2 (8-needle) leaderboard
Thinking levelSetting
1GPT-6 AstraOpenAI100.0%Defaultbest score across efforts (OpenAI table: "maximum at any effort"); 8-needle 256K-512KMaker's own figureVendor-reportedOpenAI ↗—3 Sep 2026
2Gemini 3.7 FlashGoogle (Gemini / DeepMind)97.0%Defaultdefault settings (API default thinking_level=medium)Maker's own figureVendor-reportedGoogle ↗—13 Aug 2026
3Gemini 3.6 FlashGoogle (Gemini / DeepMind)91.8%Defaultdefault settings (API default thinking_level=medium)Maker's own figureVendor-reportedGoogle ↗—21 Jul 2026
4GPT-5.6 SolOpenAI91.5%Defaultbest score across efforts (OpenAI table: "maximum at any effort"); 8-needle 256K-512KMaker's own figureVendor-reportedOpenAI ↗—3 Sep 2026
5GPT-5.6 TerraOpenAI89.6%DefaultGPT-5.6 launch table (effort not stated; text cites max for headline results); 8-needle 256K-512KMaker's own figureVendor-reportedOpenAI ↗—9 Jul 2026
6Gemini 3.1 Pro (Preview)Google (Gemini / DeepMind)84.9%HighThinking (High)Maker's own figureVendor-reportedGoogle ↗—19 Feb 2026
7GPT-5.5OpenAI81.5%DefaultGPT-5.6 launch table (effort not stated; text cites max for headline results); 8-needle 256K-512KMaker's own figureVendor-reportedOpenAI ↗—9 Jul 2026
8Gemini 3.5 FlashGoogle (Gemini / DeepMind)77.3%Defaultdefault settings (API default thinking_level=medium)Maker's own figureVendor-reportedGoogle ↗—19 May 2026
9Gemini 3.5 Flash-LiteGoogle (Gemini / DeepMind)72.2%Highhigh thinkingMaker's own figureVendor-reportedGoogle ↗—21 Jul 2026
10Gemma 4 31B ITGoogle (Gemini / DeepMind)66.4%DefaultThinkingMaker's own figureVendor-reportedGoogle ↗—2 Apr 2026
11Gemini 3.1 Flash-LiteGoogle (Gemini / DeepMind)60.1%HighMaker's own figureVendor-reportedGoogle ↗—3 Mar 2026
12Gemma 4 26B A4B ITGoogle (Gemini / DeepMind)44.1%DefaultThinkingMaker's own figureVendor-reportedGoogle ↗—2 Apr 2026
13GPT-5.6 LunaOpenAI41.3%DefaultGPT-5.6 launch table (effort not stated; text cites max for headline results); 8-needle 256K-512KMaker's own figureVendor-reportedOpenAI ↗—9 Jul 2026