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Last updated: 58m ago
Instruction benchmark

Instruction Following Evaluation Leaderboard

Tests whether models follow explicit, verifiable constraints like 'write in more than 400 words' or 'mention AI at least 3 times'. All instructions have objectively verifiable criteria.

Why it matters: Measures instruction-following precision, critical for production applications. Models that score well here are more reliable in structured tasks.

Top Model

93.5%

Gemini 3 Pro

Average Score

85.1%

Across 45 models

Models Tested

45

Metric: prompt-level accuracy

Human Baseline

-

Score Range: 0%100%

IFEval Scores - Top 25 Models

Ranked by IFEval score (%)

LMMarketCap.com

Model Rankings

All models with a reported IFEval score, ranked by highest prompt-level accuracy.

#1
93.5%
#1
93.5%
#3
93%
#5
92.5%
#7
92.1%
#8
92%
#8
92%
#10
91.5%
#11
91%
#14
90.8%
#15
90.5%
#16
90.2%
#18
90%
#20
88.2%
#22
88%
#24
87.5%
#25
87.2%
#26
87.1%
#27
86.5%
#29
85.5%
#29
85.5%
#31
84.3%
#33
83.6%
#34
83.5%
#35
83.3%
#37
80.4%
#38
80.1%
#40
76.6%
#45
28.0%

About IFEval

Full Name
Instruction Following Evaluation
Category
Instruction
Metric
prompt-level accuracy (%)
Score Range
0%100%
Human Baseline
Not established
Status
Active
Frequently Asked Questions

IFEval is a standardized evaluation that measures AI model performance on specific tasks. It provides comparable scores across different models, helping developers choose the right model for their needs.

Gemini 3 Pro currently holds the top score on the IFEval benchmark. See our full rankings table above for the complete leaderboard with 45 models.

We update benchmark data from multiple sources including HuggingFace open-source model leaderboards and LMArena. Scores are refreshed regularly as new evaluations are published and new models are released.

No. While IFEval is an important indicator, real-world performance depends on many factors including pricing, latency, context window, and specific task requirements. We recommend using our composite score which weighs multiple benchmarks and practical factors.

Related Benchmarks

IFEval Benchmark - AI Instruction Following Leaderboard (2026) | LM Market Cap