Instruction following · Meta AI

Llama 4 Scout Base on IFEval: score, rank and what it means

Llama 4 Scout Base scores 82.3 on IFEval, placing it #268 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
82.3
0–100 scale
Rank
#268
of 600
Percentile
55th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
13.8
points

Score distribution

The chart shows the top 10 models on IFEval, with Llama 4 Scout Base 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, Llama 4 Scout Base sits at #268 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 13.8 points. The median model in this index scores 81.2, which puts Llama 4 Scout Base above the midpoint.

Meta AI models average 77.8 on this benchmark. Llama 4 Scout Base is 4.5 points above that provider line, so it is a stronger result than the average Meta AI model.

Among multimodal models, the average is 85.2. Llama 4 Scout Base is 2.9 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 82.3 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 $3.95 per million input tokens, Llama 4 Scout Base is below 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
DBRX Databricks 65536 $3.29 73.3
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

Other benchmarks for Llama 4 Scout Base

BenchmarkScoreRankPercentileRelative
MMLU-Pro 80.7 158 74th
GPQA Diamond 70.5 251 58th
SWE-bench Verified 65.1 213 65th
HumanEval 81.1 211 65th
MATH-500 78.4 250 58th
AIME 2025 68.2 293 51th
LiveCodeBench 67.6 234 61th
TruthfulQA 79.8 189 69th
HellaSwag 83.6 300 50th
MMMU 71.5 257 57th
Arena Elo 1395.6 225 63th

FAQ

What score does Llama 4 Scout Base get on IFEval?

Llama 4 Scout Base scores 82.3 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Llama 4 Scout Base rank on IFEval?

It ranks #268 of 600 models, in the 55th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Llama 4 Scout Base 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 Llama 4 Scout Base cost?

Llama 4 Scout Base costs $3.95 per million input tokens and $18.97 per million output tokens.

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