Coding · Amazon

Nova Pro Mini on HumanEval: score, rank and what it means

Nova Pro Mini scores 75.2 on HumanEval, placing it #341 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
75.2
0–100 scale
Rank
#341
of 600
Percentile
43th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
21.6
points

Score distribution

The chart shows the top 10 models on HumanEval, with Nova Pro Mini highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 96.8
Gemini 3 Pro Pro 95.0
o4 Max 94.6
Grok 4 Reasoning 93.8
Claude Opus 4.5 93.7
GPT-5.2 Max 93.6
Claude Opus 4.5 Pro 93.4
Grok 4 Max 93.4
GPT-5.2 Turbo 93.2
GPT-5.1 Reasoning 92.9

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Gemini 3 Pro Pro Google DeepMind 200000 $19.80 87.3
3 o4 Max OpenAI 2000000 $19.51 86.2
4 Grok 4 Reasoning xAI 2000000 $19.67 87.8
5 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
6 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
7 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
8 Grok 4 Max xAI 2000000 $19.70 86.6
9 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
10 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3

What this score means

On HumanEval, Nova Pro Mini sits at #341 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 21.6 points. The median model in this index scores 77.4, which puts Nova Pro Mini below the midpoint.

Amazon models average 77.5 on this benchmark. Nova Pro Mini is 2.3 points below that provider line, so it is a weaker result than the average Amazon model.

Among mid-range models, the average is 71.5. Nova Pro Mini 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 75.2 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 $7.74 per million input tokens, Nova Pro Mini is above the median input price of $4.00 across the 600 models scored on HumanEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
ERNIE 4.0 Mini Baidu 32768 $7.11 68.8
Firesearch Pro Fireworks AI 32768 $7.67 70.4
Llama 3 Lambda Base Lambda 8192 $3.19 72.9
Auto OpenRouter 32768 $7.53 70.2
Nova Pro Mini Amazon 16384 $7.74 70.6
Firefunction Fireworks AI 16384 $8.16 72.3
Firefunction Max Fireworks AI 32768 $9.12 73.2

Other benchmarks for Nova Pro Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 72.5 376 37th
GPQA Diamond 64.6 368 39th
SWE-bench Verified 59.0 343 43th
MATH-500 75.8 307 49th
AIME 2025 64.4 351 42th
LiveCodeBench 59.3 374 38th
IFEval 79.3 345 43th
TruthfulQA 75.8 313 48th
HellaSwag 83.1 318 47th
MMMU 67.9 345 43th
Arena Elo 1343.1 376 37th

FAQ

What score does Nova Pro Mini get on HumanEval?

Nova Pro Mini scores 75.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Nova Pro Mini rank on HumanEval?

It ranks #341 of 600 models, in the 43rd percentile. The leader is GPT-5.2 Pro at 96.8.

Is Nova Pro Mini good at HumanEval?

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 HumanEval score calculated?

HumanEval is a coding 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 Nova Pro Mini cost?

Nova Pro Mini costs $7.74 per million input tokens and $31.20 per million output tokens.

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