Instruction following · Anthropic

Claude Sonnet 4.5 on IFEval: score, rank and what it means

Claude Sonnet 4.5 scores 91.1 on IFEval, placing it #50 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
91.1
0–100 scale
Rank
#50
of 600
Percentile
92th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
5.0
points

Score distribution

The chart shows the top 10 models on IFEval, with Claude Sonnet 4.5 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, Claude Sonnet 4.5 sits at #50 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 5.0 points. The median model in this index scores 81.2, which puts Claude Sonnet 4.5 above the midpoint.

Anthropic models average 88.3 on this benchmark. Claude Sonnet 4.5 is 2.8 points above that provider line, so it is a stronger result than the average Anthropic model.

Among frontier models, the average is 92.0. Claude Sonnet 4.5 is 0.9 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 91.1 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 $17.84 per million input tokens, Claude Sonnet 4.5 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
DeepSeek-V3.2 Instruct DeepSeek 128000 $5.91 83.7
Gemini 2.5 Pro Max Google DeepMind 200000 $16.94 84.8
Gemini 3 Flash Max Google DeepMind 1000000 $17.43 85.0
Grok 4 Pro xAI 1000000 $19.00 85.4
Claude Sonnet 4.5 Anthropic 400000 $17.84 86.0
Grok 4 Turbo xAI 1000000 $19.21 86.7
o4 Max OpenAI 2000000 $19.51 86.2

Other benchmarks for Claude Sonnet 4.5

BenchmarkScoreRankPercentileRelative
MMLU-Pro 88.0 17 97th
GPQA Diamond 82.6 23 96th
SWE-bench Verified 74.2 50 92th
HumanEval 92.7 12 98th
MATH-500 87.0 76 87th
AIME 2025 86.3 25 96th
LiveCodeBench 82.5 19 97th
TruthfulQA 87.2 33 95th
HellaSwag 93.0 23 96th
MMMU 80.9 44 93th
Arena Elo 1478.2 21 97th

FAQ

What score does Claude Sonnet 4.5 get on IFEval?

Claude Sonnet 4.5 scores 91.1 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Claude Sonnet 4.5 rank on IFEval?

It ranks #50 of 600 models, in the 92nd percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Claude Sonnet 4.5 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 Claude Sonnet 4.5 cost?

Claude Sonnet 4.5 costs $17.84 per million input tokens and $70.50 per million output tokens.

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