Instruction following · Anthropic

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

Claude Sonnet 4.5 Nano scores 82.2 on IFEval, placing it #269 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
82.2
0–100 scale
Rank
#269
of 600
Percentile
55th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
13.9
points

Score distribution

The chart shows the top 10 models on IFEval, with Claude Sonnet 4.5 Nano 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 Nano sits at #269 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 13.9 points. The median model in this index scores 81.2, which puts Claude Sonnet 4.5 Nano above the midpoint.

Anthropic models average 88.3 on this benchmark. Claude Sonnet 4.5 Nano is 6.1 points below that provider line, so it is a weaker result than the average Anthropic model.

Among mid-range models, the average is 76.5. Claude Sonnet 4.5 Nano is 5.7 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 82.2 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 $8.93 per million input tokens, Claude Sonnet 4.5 Nano 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
Llama 3 DeepInfra Instruct DeepInfra 65536 $3.84 75.5
Llama 3 Lambda Base Lambda 8192 $3.19 72.9
Llama 3.1 Meta AI 200000 $4.16 76.3
Llama 4 Scout Base Meta AI 32768 $3.95 75.3
Claude Sonnet 4.5 Nano Anthropic 8192 $8.93 72.0
Nemotron 4 NVIDIA 65536 $4.18 76.6
Fusion Pro OpenRouter 65536 $8.69 72.2

Other benchmarks for Claude Sonnet 4.5 Nano

BenchmarkScoreRankPercentileRelative
MMLU-Pro 77.3 268 55th
GPQA Diamond 68.9 298 50th
SWE-bench Verified 61.2 295 51th
HumanEval 74.8 345 43th
MATH-500 73.1 355 41th
AIME 2025 64.2 353 41th
LiveCodeBench 61.2 359 40th
TruthfulQA 75.6 317 47th
HellaSwag 83.0 319 47th
MMMU 70.1 297 51th
Arena Elo 1364.3 334 44th

FAQ

What score does Claude Sonnet 4.5 Nano get on IFEval?

Claude Sonnet 4.5 Nano scores 82.2 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Claude Sonnet 4.5 Nano rank on IFEval?

It ranks #269 of 600 models, in the 55th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Claude Sonnet 4.5 Nano 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 Nano cost?

Claude Sonnet 4.5 Nano costs $8.93 per million input tokens and $36.88 per million output tokens.

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