Coding · Amazon

Nova Lite Nano on HumanEval: score, rank and what it means

Nova Lite Nano scores 60.1 on HumanEval, placing it #504 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
60.1
0–100 scale
Rank
#504
of 600
Percentile
16th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
36.7
points

Score distribution

The chart shows the top 10 models on HumanEval, with Nova Lite Nano 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 Lite Nano sits at #504 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 36.7 points. The median model in this index scores 77.4, which puts Nova Lite Nano below the midpoint.

Amazon models average 77.5 on this benchmark. Nova Lite Nano is 17.4 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 Lite Nano is 11.4 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 60.1 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 $3.29 per million input tokens, Nova Lite Nano is below 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
Llama 3.1 Cerebras 7B Cerebras 32768 $0.95 56.5
Llama 3 DeepInfra 8B DeepInfra 8192 $1.05 57.4
Llama 3 Novita 7B Novita AI 8192 $0.92 56.3
MiniMax-Text 7B MiniMax 16384 $1.10 57.7
Nova Lite Nano Amazon 8192 $3.29 59.5
Yi-Large 7B 01.AI 4096 $0.83 55.0
Seed-OSS 7B ByteDance 8192 $0.85 55.5

Other benchmarks for Nova Lite Nano

BenchmarkScoreRankPercentileRelative
MMLU-Pro 66.4 433 28th
GPQA Diamond 57.0 441 27th
SWE-bench Verified 47.8 439 27th
MATH-500 60.5 454 24th
AIME 2025 48.1 469 22th
LiveCodeBench 49.8 450 25th
IFEval 67.6 493 18th
TruthfulQA 66.5 437 27th
HellaSwag 75.1 439 27th
MMMU 56.0 489 19th
Arena Elo 1274.7 453 25th

FAQ

What score does Nova Lite Nano get on HumanEval?

Nova Lite Nano scores 60.1 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Nova Lite Nano rank on HumanEval?

It ranks #504 of 600 models, in the 16th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Nova Lite Nano 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 Lite Nano cost?

Nova Lite Nano costs $3.29 per million input tokens and $14.03 per million output tokens.

Related