Instruction following · OpenAI

o3 Mini on IFEval: score, rank and what it means

o3 Mini scores 82.7 on IFEval, placing it #255 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.

Score
82.7
0–100 scale
Rank
#255
of 600
Percentile
58th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
13.4
points

Score distribution

The chart shows the top 10 models on IFEval, with o3 Mini highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Pro 96.1
Claude Opus 4.5 Reasoning 95.9
GPT-5.2 Pro 95.6
GPT-5.2 Max 95.2
GPT-5.2 Reasoning 95.0
GPT-5.1 Pro 94.8
Gemini 3 Pro Max 94.7
GPT-5.1 Reasoning 94.6
Claude Opus 4.5 Max 94.5
o4 Reasoning 94.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
2 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
8 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 o4 Reasoning OpenAI 1000000 $19.69 87.5

What this score means

On IFEval, o3 Mini sits at #255 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 13.4 points. The median model in this index scores 81.2, which puts o3 Mini above the midpoint.

OpenAI models average 89.7 on this benchmark. o3 Mini is 7.0 points below that provider line, so it is a weaker result than the average OpenAI model.

Among multimodal models, the average is 85.2. o3 Mini is 2.5 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 82.7 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $10.68 per million input tokens, o3 Mini is above the median input price of $4.00 across the 600 models scored on IFEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Reka Flash Pro Reka AI 200000 $10.82 75.2
Seed-OSS Instruct ByteDance 128000 $3.79 76.0
Llama 3.1 Cerebras Base Cerebras 65536 $3.36 72.7
Sonar Turbo Perplexity 65536 $10.71 75.7
o3 Mini OpenAI 128000 $10.68 76.2
Firefunction Pro Fireworks AI 16384 $9.05 72.9
GPT-5.1 Nano OpenAI 32768 $9.56 74.1

Other benchmarks for o3 Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 76.6 290 52th
GPQA Diamond 71.9 222 63th
SWE-bench Verified 63.4 247 59th
HumanEval 81.5 200 67th
MATH-500 81.2 188 69th
AIME 2025 69.8 263 56th
LiveCodeBench 70.7 178 70th
TruthfulQA 79.6 199 67th
HellaSwag 86.4 203 66th
MMMU 74.0 193 68th
Arena Elo 1394.3 232 61th

FAQ

What score does o3 Mini get on IFEval?

o3 Mini scores 82.7 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does o3 Mini rank on IFEval?

It ranks #255 of 600 models, in the 58th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is o3 Mini good at IFEval?

Yes, relative to the index: it is above the median and inside the top half of scores. The result should be read alongside its price and context window.

How is the IFEval score calculated?

IFEval is a instruction following benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does o3 Mini cost?

o3 Mini costs $10.68 per million input tokens and $45.84 per million output tokens.

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