Multimodal · Novita AI

Llama 3 Novita 8B on MMMU: score, rank and what it means

Llama 3 Novita 8B scores 52.1 on MMMU, placing it #528 of 600 models in the index. The benchmark average is 67.1 and the leader is GPT-5.2 Max at 86.9.

Score
52.1
0–100 scale
Rank
#528
of 600
Percentile
12th
within the index
Benchmark avg
67.1
all models
Leader
86.9
GPT-5.2 Max
Gap to leader
34.8
points

Score distribution

The chart shows the top 10 models on MMMU, with Llama 3 Novita 8B highlighted. Longer bars mean higher scores.

GPT-5.2 Max 86.9
GPT-5.1 Reasoning 86.2
GPT-5.2 85.3
Claude Sonnet 4.5 Reasoning 85.2
GPT-5.1 Max 85.1
Grok 4 Pro 84.9
Claude Opus 4.5 Reasoning 84.6
Claude Sonnet 4.5 Pro 84.5
GPT-5.2 Pro 84.4
GPT-5.2 Vision 84.4

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
2 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
3 GPT-5.2 OpenAI 2000000 $19.71 88.0
4 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
5 GPT-5.1 Max OpenAI 2000000 $20.50 87.9
6 Grok 4 Pro xAI 1000000 $19.00 85.4
7 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
8 Claude Sonnet 4.5 Pro Anthropic 1000000 $18.73 86.7
9 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
10 GPT-5.2 Vision OpenAI 1000000 $19.03 87.4

What this score means

On MMMU, Llama 3 Novita 8B sits at #528 of 600. The leader, GPT-5.2 Max, scores 86.9, so the gap to the top is 34.8 points. The median model in this index scores 70.0, which puts Llama 3 Novita 8B below the midpoint.

Novita AI models average 62.3 on this benchmark. Llama 3 Novita 8B is 10.2 points below that provider line, so it is a weaker result than the average Novita AI model.

Among small open-weight models, the average is 52.4. Llama 3 Novita 8B is 0.3 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 52.1 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 $0.99 per million input tokens, Llama 3 Novita 8B is below the median input price of $4.00 across the 600 models scored on MMMU. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Phi-4 8B Microsoft 32768 $0.96 54.9
Llama 3.1 Cerebras 7B Cerebras 32768 $0.95 56.5
Arctic 8B Snowflake 8192 $0.65 52.4
Llama 3 Modal 7B Modal 4096 $0.88 55.2
Llama 3 Novita 8B Novita AI 16384 $0.99 55.5
Mixtral 8B Mistral AI 8192 $0.91 55.4
Qwen3 1.5B Alibaba Cloud 4096 $0.84 53.5

Other benchmarks for Llama 3 Novita 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 61.5 509 15th
GPQA Diamond 48.9 534 11th
SWE-bench Verified 40.1 520 13th
HumanEval 59.4 510 15th
MATH-500 59.2 475 21th
AIME 2025 46.9 479 20th
LiveCodeBench 43.8 509 15th
IFEval 65.2 530 12th
TruthfulQA 60.3 526 12th
HellaSwag 73.5 467 22th
Arena Elo 1242.2 505 16th

FAQ

What score does Llama 3 Novita 8B get on MMMU?

Llama 3 Novita 8B scores 52.1 on MMMU in this index. The benchmark average is 67.1 and the top score is 86.9.

How does Llama 3 Novita 8B rank on MMMU?

It ranks #528 of 600 models, in the 12th percentile. The leader is GPT-5.2 Max at 86.9.

Is Llama 3 Novita 8B good at MMMU?

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 MMMU score calculated?

MMMU is a multimodal 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 Novita 8B cost?

Llama 3 Novita 8B costs $0.99 per million input tokens and $3.71 per million output tokens.

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