Coding · Amazon

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

Nova Lite Mini scores 68.1 on HumanEval, placing it #412 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
68.1
0–100 scale
Rank
#412
of 600
Percentile
31th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
28.7
points

Score distribution

The chart shows the top 10 models on HumanEval, with Nova Lite 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 Lite Mini sits at #412 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 28.7 points. The median model in this index scores 77.4, which puts Nova Lite Mini below the midpoint.

Amazon models average 77.5 on this benchmark. Nova Lite Mini is 9.4 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 Mini is 3.4 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 68.1 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 $5.43 per million input tokens, Nova Lite 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
SmolLM3 Instruct Hugging Face 8192 $1.69 63.6
Embed 4 Reasoning Cohere 4096 $5.50 65.3
Nova Pro Nano Amazon 8192 $5.44 65.4
Doubao 1.5 Pro Nano ByteDance 16384 $5.78 66.6
Nova Lite Mini Amazon 16384 $5.43 65.0
Reka Core Nano Reka AI 16384 $5.45 65.1
Embed 4 Pro Cohere 4096 $5.05 63.5

Other benchmarks for Nova Lite Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 68.1 416 31th
GPQA Diamond 61.4 396 34th
SWE-bench Verified 52.6 400 33th
MATH-500 67.2 405 33th
AIME 2025 59.1 394 34th
LiveCodeBench 55.0 407 32th
IFEval 75.9 391 35th
TruthfulQA 67.1 428 29th
HellaSwag 78.8 393 35th
MMMU 62.1 409 32th
Arena Elo 1317.2 398 34th

FAQ

What score does Nova Lite Mini get on HumanEval?

Nova Lite Mini scores 68.1 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Nova Lite Mini rank on HumanEval?

It ranks #412 of 600 models, in the 31st percentile. The leader is GPT-5.2 Pro at 96.8.

Is Nova Lite 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 Lite Mini cost?

Nova Lite Mini costs $5.43 per million input tokens and $22.48 per million output tokens.

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