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Benchmarks · instruction

IFBench

IFBench: precise instruction-following with verifiable constraints; accuracy.

98 models · 157 results · data as of 2026-10-29 · artificialanalysis.ai ↗

Leaderboard

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98 of 98 selected
Grok 4.3 medium

More from this benchmark

3 published measures

Breakdown

darker is better within each column · click a column to sort
Model
Grok 4.3 medium61,32833,597754,087
MiniMax M366,43090,9063,142,033
Qwen 3.7 Max26,842101,2201,589,710
MiMo V2.5 Pro31,029144,5441,069,409
DeepSeek V4 Flash 0420 max48,10660,9583,984,764
Qwen 3.5 397B-A17B24,58969,1292,639,979
Qwen 3.7 Plus26,84295,1291,855,904
GPT-5.2 Codex xhigh24,56262,2293,671,194
DeepSeek V4 Pro 0424 max48,10671,7283,188,954
Gemini 3.5 Flash high24,101121,4511,840,551
GLM 5.125,200100,8191,645,081
Kimi K2.624,58994,1112,408,598
Muse Spark41,78396,6171,163,132
GPT-5.4 Nano xhigh24,589125,1373,538,153
GPT-5.5 xhigh32,161152,070913,358
MiniMax M2.724,589109,3814,164,307
Qwen 3.5 122B-A10B24,589360,0723,137,258
Gemma 4 31B24,57266,945872,203
Qwen 3.5 27B24,589311,0893,414,995
GPT-5 Mini high24,896146,7842,453,504
GPT-5.2 xhigh24,589143,8992,159,888
GPT-5.3 Codex xhigh24,58986,8221,031,956
Qwen 3.6 Plus24,589134,7102,413,509
GPT-5 Codex high24,58988,887948,032
GPT-5.4 xhigh24,589132,7322,229,703

All results

157 rows
#ModelEffortIFBench
1Grok 4.3medium83.3%
2MiniMax M382.9%
3Grok 4.3high81.3%
4Grok 4.3low81.0%
5Qwen 3.7 Maxmax80.5%
6MiMo V2.5 Pro79.9%
7DeepSeek V4 Flash 0420max79.2%
8Qwen 3.5 397B-A17B78.8%
9Qwen 3.7 Plus78.0%
10GPT-5.2 Codexxhigh77.6%
11DeepSeek V4 Pro 0424max76.5%
12Gemini 3.5 Flashhigh76.3%
13GLM 5.176.3%
14Kimi K2.676.0%
15Muse Spark75.9%
16GPT-5.4 Nanoxhigh75.9%
17GPT-5.5xhigh75.9%
18MiniMax M2.775.7%
19Qwen 3.5 122B-A10B75.7%
20Gemma 4 31B75.6%
21Qwen 3.5 27B75.6%
22GPT-5 Minihigh75.4%
23GPT-5.2xhigh75.4%
24GPT-5.3 Codexxhigh75.4%
25Qwen 3.6 Plus75.2%
26Gemini 3.5 Flashmedium74.6%
27GPT-5 Codexhigh74.1%
28GPT-5.4xhigh73.9%
29Gemma 4 12B73.5%
30DeepSeek V4 Flash 0420high73.5%