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IFBench Leaderboard
Instruction Following Benchmark measuring LLM ability to adhere to nuanced writing constraints and formatting requirements.
Data from Artificial Analysis
As of June 7, 2026, the top-scoring model on IFBench is MiniMax M3 at 82.9%, followed by Qwen3.7 Max at 80.5% and MiMo v2.5 Pro at 79.9%. 219 models have been evaluated on this benchmark.
Last updated: June 7, 2026
Models
219
Best Score
82.9
Average
48.4
Std Dev
16.4
Categories
Instruction Following
SourceArtificial Analysis
Provider | Model | Input $/M | Output $/M | IFBench | Actions |
|---|---|---|---|---|---|
$0.300 | $1.200 | 82.9 | |||
$1.250 | $3.750 | 80.5 | |||
$0.435 | $0.870 | 79.9 | |||
$0.098 | $0.197 | 79.2 | |||
$0.390 | $0.900 | 78.8 | |||
$0.500 | $3.000 | 78.0 | |||
$1.750 | $14.000 | 77.6 | |||
$0.250 | $1.500 | 77.2 | |||
$2.000 | $12.000 | 77.1 | |||
$0.435 | $0.870 | 76.5 | |||
$1.500 | $9.000 | 76.3 | |||
$0.980 | $3.080 | 76.3 | |||
$0.684 | $3.400 | 76.0 | |||
$0.260 | $0.900 | 75.7 | |||
$0.279 | $1.200 | 75.7 | |||
$0.195 | $0.900 | 75.6 | |||
$0.120 | $0.360 | 75.6 | |||
$0.250 | $2.000 | 75.4 | |||
$10.500 | $84.000 | 75.4 | |||
$1.750 | $14.000 | 75.4 | |||
$1.250 | $10.000 | 74.2 | |||
$2.500 | $15.000 | 74.0 | |||
$1.200 | $4.000 | 73.2 | |||
$1.250 | $10.000 | 73.1 | |||
$1.250 | $10.000 | 72.9 | |||
$0.140 | $0.900 | 72.5 | |||
$0.060 | $0.300 | 72.5 | |||
$0.255 | $1.000 | 72.3 | |||
$0.600 | $1.920 | 72.3 | |||
$0.100 | $0.300 | 71.8 | |||
$0.150 | $1.080 | 71.6 | |||
$2.000 | $8.000 | 71.4 | |||
$0.050 | $0.200 | 71.1 | |||
$0.780 | $3.900 | 70.8 | |||
$2.000 | $12.000 | 70.4 | |||
$15.000 | $60.000 | 70.3 | |||
$0.400 | $1.900 | 70.2 | |||
$1.250 | $10.000 | 70.0 | |||
$0.290 | $0.950 | 69.9 | |||
$0.250 | $0.750 | 69.8 | |||
$0.039 | $0.100 | 69.0 | |||
$0.550 | $2.200 | 68.7 | |||
$0.207 | $0.828 | 68.4 | |||
$0.550 | $2.200 | 68.1 | |||
$0.250 | $2.000 | 67.9 | |||
$0.400 | $1.750 | 67.9 | |||
$0.050 | $0.400 | 67.5 | |||
$1.100 | $4.400 | 67.1 | |||
$0.040 | $0.150 | 66.7 | |||
$0.090 | $0.300 | 66.5 | |||
$0.150 | $0.500 | 66.0 | |||
$1.750 | $14.000 | 65.2 | |||
$0.029 | $0.140 | 65.1 | |||
$0.140 | $0.900 | 64.3 | |||
$0.100 | $0.300 | 64.2 | |||
$0.270 | $0.400 | 63.9 | |||
$1.200 | $4.000 | 61.1 | |||
$0.060 | $0.400 | 60.8 | |||
$0.098 | $0.300 | 60.7 | |||
$0.229 | $0.343 | 60.7 | |||
$0.104 | $0.416 | 59.4 | |||
$5.000 | $25.000 | 58.6 | |||
$5.000 | $25.000 | 58.0 | |||
$0.010 | $0.030 | 57.4 | |||
$3.000 | $15.000 | 57.3 | |||
$0.270 | $0.950 | 57.0 | |||
$3.000 | $15.000 | 56.6 | |||
$0.260 | $0.900 | 56.5 | |||
$15.000 | $75.000 | 55.4 | |||
$0.600 | $1.920 | 55.2 | |||
$0.500 | $3.000 | 55.1 | |||
$3.000 | $15.000 | 54.7 | |||
$0.400 | $1.750 | 54.6 | |||
$1.000 | $5.000 | 54.3 | |||
$0.270 | $0.410 | 54.1 | |||
$0.780 | $3.900 | 53.8 | |||
$15.000 | $75.000 | 53.7 | |||
$3.000 | $15.000 | 53.7 | |||
$0.400 | $2.000 | 53.5 | |||
$5.000 | $25.000 | 53.1 | |||
$0.000 | $0.000 | 52.7 | |||
$0.100 | $0.400 | 52.6 | |||
$0.100 | $0.100 | 51.2 | |||
$0.080 | $0.400 | 50.7 | |||
$0.200 | $0.500 | 50.5 | |||
$0.300 | $2.500 | 50.3 | |||
$0.100 | $0.400 | 49.9 | |||
$0.200 | $0.200 | 49.8 | |||
$0.150 | $0.500 | 49.1 | |||
$0.229 | $0.343 | 49.0 | |||
$1.000 | $10.000 | 48.7 | |||
$3.000 | $15.000 | 48.3 | |||
$0.780 | $3.900 | 48.0 | |||
$0.100 | $0.320 | 47.1 | |||
$3.000 | $15.000 | 46.9 | |||
$0.900 | $0.900 | 46.3 | |||
$0.060 | $0.400 | 46.3 | |||
$0.071 | $0.100 | 46.1 | |||
$0.250 | $0.500 | 45.9 | |||
$3.000 | $15.000 | 45.4 | |||
$0.130 | $0.900 | 45.1 | |||
$1.250 | $10.000 | 45.0 | |||
$5.000 | $25.000 | 44.6 | |||
$0.600 | $2.200 | 44.1 | |||
$3.000 | $15.000 | 44.0 | |||
$0.400 | $1.900 | 43.7 | |||
$0.430 | $1.740 | 43.4 | |||
$15.000 | $75.000 | 43.3 | |||
$0.270 | $0.410 | 43.1 | |||
$0.150 | $0.600 | 43.0 | |||
$2.000 | $8.000 | 43.0 | |||
$5.000 | $25.000 | 43.0 | |||
$0.800 | $4.000 | 42.8 | |||
$0.200 | $0.880 | 42.6 | |||
$3.000 | $15.000 | 42.6 | |||
$1.000 | $5.000 | 42.0 | |||
$0.100 | $0.400 | 41.8 | |||
$0.400 | $2.200 | 41.8 | |||
$0.600 | $2.500 | 41.7 | |||
$0.080 | $0.280 | 41.5 | |||
$0.210 | $0.790 | 41.5 | |||
$0.120 | $0.200 | 41.5 | |||
$0.200 | $1.500 | 41.4 | |||
$0.270 | $0.950 | 41.2 | |||
$0.200 | $0.770 | 41.0 | |||
$0.080 | $0.200 | 40.5 | |||
$0.300 | $2.500 | 40.5 | |||
$0.220 | $0.900 | 40.5 | |||
$0.100 | $0.400 | 40.2 | |||
$0.117 | $1.365 | 39.9 | |||
$0.400 | $2.000 | 39.8 | |||
$0.090 | $0.780 | 39.7 | |||
$0.500 | $2.150 | 39.6 | |||
$0.080 | $0.300 | 39.5 | |||
$0.100 | $0.400 | 39.5 | |||
$0.400 | $2.000 | 39.3 | |||
$0.104 | $0.416 | 39.2 | |||
$0.200 | $0.600 | 39.2 | |||
$0.900 | $0.900 | 39.1 | |||
$0.900 | $0.900 | 39.1 | |||
$0.550 | $2.000 | 39.0 | |||
$0.300 | $2.500 | 39.0 | |||
$0.900 | $0.900 | 38.8 | |||
$0.455 | $0.900 | 38.7 | |||
$0.400 | $1.600 | 38.3 | |||
$0.800 | $3.200 | 38.1 | |||
$0.050 | $0.200 | 38.1 | |||
$0.100 | $0.400 | 38.1 | |||
$0.400 | $0.900 | 38.1 | |||
$0.210 | $0.790 | 37.8 | |||
$0.200 | $0.500 | 37.7 | |||
$0.125 | $0.850 | 37.5 | |||
$0.050 | $0.200 | 37.5 | |||
$0.510 | $0.740 | 37.1 | |||
$0.360 | $0.400 | 36.9 | |||
$0.040 | $0.130 | 36.7 | |||
$0.430 | $1.740 | 36.7 | |||
$0.455 | $0.900 | 36.6 | |||
$2.500 | $10.000 | 36.5 | |||
$0.000 | $0.000 | 36.5 | |||
$0.080 | $0.280 | 36.3 | |||
$2.500 | $12.500 | 36.2 | |||
$0.250 | $1.250 | 36.1 | |||
$0.110 | $0.800 | 35.2 | |||
$2.000 | $8.000 | 35.2 | |||
$1.000 | $3.000 | 34.8 | |||
$0.070 | $0.280 | 34.6 | |||
$2.000 | $6.000 | 34.5 | |||
$0.340 | $0.390 | 34.4 | |||
$0.600 | $1.800 | 34.2 | |||
$0.060 | $0.240 | 34.2 | |||
$0.200 | $1.100 | 34.0 | |||
$0.200 | $0.200 | 33.5 | |||
$0.050 | $0.200 | 33.5 | |||
$0.075 | $0.200 | 33.5 | |||
$0.130 | $0.520 | 33.1 | |||
$0.048 | $0.193 | 33.1 | |||
$0.100 | $0.200 | 32.8 | |||
$1.000 | $3.000 | 32.7 | |||
$0.070 | $0.270 | 32.6 | |||
$0.080 | $0.200 | 32.3 | |||
$0.100 | $0.400 | 32.0 | |||
$0.200 | $0.200 | 32.0 | |||
$0.080 | $0.280 | 31.9 | |||
$0.200 | $0.200 | 31.9 | |||
$0.080 | $0.160 | 31.8 | |||
$2.000 | $6.000 | 31.6 | |||
$0.080 | $0.280 | 31.5 | |||
$0.100 | $0.400 | 31.5 | |||
$0.130 | $0.400 | 31.3 | |||
$2.000 | $6.000 | 31.2 | |||
$0.150 | $0.600 | 30.9 | |||
$0.900 | $0.900 | 30.8 | |||
$0.060 | $0.060 | 30.4 | |||
$0.300 | $0.900 | 30.1 | |||
$0.100 | $0.300 | 29.9 | |||
$0.400 | $2.000 | 29.9 | |||
$0.035 | $0.140 | 29.4 | |||
$0.150 | $0.150 | 29.1 | |||
$0.130 | $0.400 | 29.0 | |||
$0.600 | $1.800 | 28.6 | |||
$0.020 | $0.030 | 28.6 | |||
$0.050 | $0.200 | 28.6 | |||
$0.040 | $0.080 | 28.3 | |||
$0.060 | $0.120 | 27.9 | |||
$0.300 | $0.900 | 27.9 | |||
$0.040 | $0.160 | 27.6 | |||
$0.700 | $0.800 | 27.6 | |||
$0.040 | $0.160 | 27.1 | |||
$0.200 | $0.200 | 26.9 | |||
$0.050 | $0.080 | 26.4 | |||
$0.010 | $0.020 | 26.3 | |||
$0.030 | $0.050 | 26.2 | |||
$0.200 | $0.200 | 25.9 | |||
$0.040 | $0.040 | 24.6 | |||
$0.080 | $0.200 | 23.9 | |||
$0.065 | $0.140 | 23.5 | |||
$0.290 | $0.290 | 22.9 | |||
$0.020 | $0.020 | 22.8 |
Pricing from OpenRouter. Benchmarks from Artificial Analysis.
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About IFBench
Instruction Following Benchmark measuring LLM ability to adhere to nuanced writing constraints and formatting requirements.
This leaderboard shows all models with IFBench benchmark scores, ranked from highest to lowest. Pricing data is included to help you compare performance against cost.
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