Instruction following · Anyscale

Llama 3 Anyscale Base on IFEval: score, rank and what it means

Llama 3 Anyscale Base scores 81.6 on IFEval, placing it #283 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
81.6
0–100 scale
Rank
#283
of 600
Percentile
53th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
14.5
points

Score distribution

The chart shows the top 10 models on IFEval, with Llama 3 Anyscale 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 3 Anyscale Base sits at #283 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 14.5 points. The median model in this index scores 81.2, which puts Llama 3 Anyscale Base above the midpoint.

Anyscale models average 76.1 on this benchmark. Llama 3 Anyscale Base is 5.5 points above that provider line, so it is a stronger result than the average Anyscale model.

Among open-weight models, the average is 77.0. Llama 3 Anyscale Base is 4.6 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 81.6 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 $3.23 per million input tokens, Llama 3 Anyscale 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
Gemma 3 Google DeepMind 65536 $3.68 73.6
Llama 3.1 Chat Meta AI 32768 $3.82 75.3
Nemotron 4 Chat NVIDIA 65536 $3.99 75.0
DeepSeek-Coder Base DeepSeek 32768 $3.53 74.1
Llama 3 Anyscale Base Anyscale 65536 $3.23 72.9
Llama 3 Lambda Lambda 65536 $3.90 75.6
Seed-OSS ByteDance 32768 $3.74 75.3

Other benchmarks for Llama 3 Anyscale Base

BenchmarkScoreRankPercentileRelative
MMLU-Pro 74.7 340 43th
GPQA Diamond 69.9 267 56th
SWE-bench Verified 58.3 350 42th
HumanEval 75.6 333 45th
MATH-500 77.0 276 54th
AIME 2025 69.2 275 54th
LiveCodeBench 63.5 331 45th
TruthfulQA 77.8 258 57th
HellaSwag 83.7 291 52th
MMMU 70.4 284 53th
Arena Elo 1379.8 273 55th

FAQ

What score does Llama 3 Anyscale Base get on IFEval?

Llama 3 Anyscale Base scores 81.6 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Llama 3 Anyscale Base rank on IFEval?

It ranks #283 of 600 models, in the 53rd percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Llama 3 Anyscale 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 3 Anyscale Base cost?

Llama 3 Anyscale Base costs $3.23 per million input tokens and $14.41 per million output tokens.

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