Commonsense · Amazon

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

Nova Lite Nano scores 75.1 on HellaSwag, placing it #439 of 600 models in the index. The benchmark average is 81.4 and the leader is GPT-5.2 Max at 96.1.

Score
75.1
0–100 scale
Rank
#439
of 600
Percentile
27th
within the index
Benchmark avg
81.4
all models
Leader
96.1
GPT-5.2 Max
Gap to leader
21.0
points

Score distribution

The chart shows the top 10 models on HellaSwag, with Nova Lite Nano highlighted. Longer bars mean higher scores.

GPT-5.2 Max 96.1
GPT-5.2 Turbo 95.5
GPT-5.2 Pro 95.3
Claude Opus 4.5 Pro 95.2
Claude Sonnet 4.5 Reasoning 95.2
Grok 4 Reasoning 95.2
GPT-5.2 Vision 94.6
Gemini 3 Pro Turbo 94.6
GPT-5.1 Reasoning 94.4
o4 Pro 94.4

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
2 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
5 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
6 Grok 4 Reasoning xAI 2000000 $19.67 87.8
7 GPT-5.2 Vision OpenAI 1000000 $19.03 87.4
8 Gemini 3 Pro Turbo Google DeepMind 400000 $19.62 86.4
9 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
10 o4 Pro OpenAI 1000000 $19.37 87.3

What this score means

On HellaSwag, Nova Lite Nano sits at #439 of 600. The leader, GPT-5.2 Max, scores 96.1, so the gap to the top is 21.0 points. The median model in this index scores 83.6, which puts Nova Lite Nano below the midpoint.

Amazon models average 83.7 on this benchmark. Nova Lite Nano is 8.6 points below that provider line, so it is a weaker result than the average Amazon model.

Among mid-range models, the average is 79.8. Nova Lite Nano is 4.7 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 75.1 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 HellaSwag. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
GPT-NeoX Instruct EleutherAI 16384 $1.52 62.6
Embed 4 Cohere 32768 $4.79 63.8
Llama 3.3 Groq 8B Groq 16384 $1.17 59.5
Llama 4 Maverick 7B Meta AI 4096 $1.52 61.9
Nova Lite Nano Amazon 8192 $3.29 59.5
SmolLM3 Instruct Hugging Face 8192 $1.69 63.6
Sonar Nano Perplexity 4096 $4.37 61.9

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
HumanEval 60.1 504 16th
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
MMMU 56.0 489 19th
Arena Elo 1274.7 453 25th

FAQ

What score does Nova Lite Nano get on HellaSwag?

Nova Lite Nano scores 75.1 on HellaSwag in this index. The benchmark average is 81.4 and the top score is 96.1.

How does Nova Lite Nano rank on HellaSwag?

It ranks #439 of 600 models, in the 27th percentile. The leader is GPT-5.2 Max at 96.1.

Is Nova Lite Nano good at HellaSwag?

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 HellaSwag score calculated?

HellaSwag is a commonsense 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.

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