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Benchmarks · long-context

Context Arena — MRCR v2 (8-needle)

The model must find and reproduce the right one of eight near-identical earlier replies hidden in a long conversation, averaged over context lengths from 8k to 128k tokens. Maintained by Context Arena. Score: Cumulative average score up to 128k tokens (unweighted mean of the 8k–128k bins), percent.

64 models · 66 results · data as of 2026-10-29 · contextarena.ai ↗

Leaderboard

Chart settings
64 of 64 selected
GPT-5.6 Sol max

All results

66 rows
#ModelEffortScore
1GPT-5.6 Solmax97.9%
2Opus 5max97.8%
3Qwen 3.8 Maxxhigh96.9%
4Gemini 3.7 Flashmax96.0%
5Qwen 3.8 Maxmedium95.2%
6Qwen 3.8 27Bmax94.4%
7Qwen 3.8 Maxlow93.1%
8GPT-5.6 Terramax92.6%
9GPT-5.5xhigh91.2%
10Opus 4.8max90.5%
11Gemini 3.6 Flashxhigh89.3%
12GLM 5.3max88.8%
13Qwen 3.6 Maxmax88.0%
14DeepSeek V4 Pro 0813max86.9%
15GPT-5.4xhigh86.8%
16Gemini 3.1 Prohigh85.1%
17Qwen 3.6 35B-A3Bmax83.6%
18Sonnet 4.6max83.1%
19Qwen 3.6 27Bmax82.3%
20Opus 4.6max82.2%
21GPT-5.6 Lunamax82.1%
22Grok 4.6max81.5%
23Qwen 3.7 Flashmax81.2%
24Muse Spark 1.2max80.6%
25Sonnet 5max80.0%
26GLM 5.3 Flashmax79.5%
27Gemini 3.5 Flashxhigh78.2%
28DeepSeek V4 Flash 0731max77.9%
29DeepSeek V4 Promax77.4%
30Qwen 3.5 397B-A17Bmax76.6%