Context Arena MRCR (2-needle) — leaderboard
OpenAI MRCR benchmark: finds and distinguishes between 2 identical pieces of information in long conversations (8K–1M tokens). Tests multi-round co-reference resolution via AUC across context lengths.
Metric: AUC@1M (%). Source: contextarena.ai. Status: saturated. 89 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) (High) | 93.8 |
| 2 | Gemini 3 Flash (Preview) (Medium) | 90 |
| 3 | Gemini 3.1 Pro (Preview) (High) | 87.8 |
| 4 | Gemini 3.1 Pro (Preview) (Low) | 87.4 |
| 5 | Gemini 3 Pro (Preview) | 85.5 |
| 6 | Gemini 3 Flash (Preview) | 85.5 |
| 7 | Gemini 2.5 Flash (Preview 05-20) | 78.3 |
| 8 | Gemini 2.5 Pro (Preview 06-05) | 77.5 |
| 9 | nova-2-lite-v1 | 63.5 |
| 10 | GPT-4.1 | 53.2 |
| 11 | GPT-4.1 Mini | 43.6 |
| 12 | Grok 4.1 Fast | 40.3 |
| 13 | Llama 4 Maverick | 39.9 |
| 14 | Gemini 2.5 Flash Lite (Preview 09-2025) | 34.3 |
| 15 | Gemini 2.0 Flash (001) | 32.1 |
Interactive version: theaggregate.ai/benchmark?slug=context-arena-mrcr-2-needle · How the rankings work · Data refreshed daily, snapshot 2026-07-22.