Instruction following · Anyscale

Llama 3 Anyscale 8B on IFEval: score, rank and what it means

Llama 3 Anyscale 8B scores 68.6 on IFEval, placing it #483 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
68.6
0–100 scale
Rank
#483
of 600
Percentile
20th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
27.5
points

Score distribution

The chart shows the top 10 models on IFEval, with Llama 3 Anyscale 8B 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 8B sits at #483 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 27.5 points. The median model in this index scores 81.2, which puts Llama 3 Anyscale 8B below the midpoint.

Anyscale models average 76.1 on this benchmark. Llama 3 Anyscale 8B is 7.5 points below that provider line, so it is a weaker result than the average Anyscale model.

Among small open-weight models, the average is 64.9. Llama 3 Anyscale 8B is 3.7 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 68.6 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 $0.97 per million input tokens, Llama 3 Anyscale 8B 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
Yi-Lightning 8B 01.AI 4096 $1.16 59.2
Nemotron 4 8B NVIDIA 4096 $1.06 57.9
Llama 3 Lambda 8B Lambda 4096 $1.03 57.2
Pythia Base EleutherAI 16384 $0.99 55.9
Llama 3 Anyscale 8B Anyscale 32768 $0.97 57.3
Mixtral 8B Mistral AI 8192 $0.91 55.4
Kimi K2 1.5B Moonshot AI 4096 $0.99 56.8

Other benchmarks for Llama 3 Anyscale 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 60.8 515 14th
GPQA Diamond 53.8 484 19th
SWE-bench Verified 42.2 500 17th
HumanEval 59.3 511 15th
MATH-500 60.2 459 24th
AIME 2025 46.9 478 20th
LiveCodeBench 46.2 484 19th
TruthfulQA 62.2 500 17th
HellaSwag 73.5 466 22th
MMMU 56.8 475 21th
Arena Elo 1251.4 489 19th

FAQ

What score does Llama 3 Anyscale 8B get on IFEval?

Llama 3 Anyscale 8B scores 68.6 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Llama 3 Anyscale 8B rank on IFEval?

It ranks #483 of 600 models, in the 20th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Llama 3 Anyscale 8B good at IFEval?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. 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 8B cost?

Llama 3 Anyscale 8B costs $0.97 per million input tokens and $4.27 per million output tokens.

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