Instruction following · Amazon

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

Nova Lite Nano scores 67.6 on IFEval, placing it #493 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.

Score
67.6
0–100 scale
Rank
#493
of 600
Percentile
18th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
28.5
points

Score distribution

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

Claude Opus 4.5 Pro 96.1
Claude Opus 4.5 Reasoning 95.9
GPT-5.2 Pro 95.6
GPT-5.2 Max 95.2
GPT-5.2 Reasoning 95.0
GPT-5.1 Pro 94.8
Gemini 3 Pro Max 94.7
GPT-5.1 Reasoning 94.6
Claude Opus 4.5 Max 94.5
o4 Reasoning 94.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
2 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
8 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 o4 Reasoning OpenAI 1000000 $19.69 87.5

What this score means

On IFEval, Nova Lite Nano sits at #493 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 28.5 points. The median model in this index scores 81.2, which puts Nova Lite Nano below the midpoint.

Amazon models average 81.5 on this benchmark. Nova Lite Nano is 13.9 points below that provider line, so it is a weaker result than the average Amazon model.

Among mid-range models, the average is 76.5. Nova Lite Nano is 8.9 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 67.6 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 IFEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
MiniMax-Text 7B MiniMax 16384 $1.10 57.7
Command R+ 7B Cohere 8192 $0.95 56.2
Phi-4 7B Microsoft 8192 $0.91 56.8
GLM-4.6 1.5B Zhipu AI 4096 $0.92 54.7
Nova Lite Nano Amazon 8192 $3.29 59.5
Llama 3.1 7B Meta AI 8192 $1.01 57.4
Embed 4 Mini Cohere 4096 $2.48 55.8

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
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 IFEval?

Nova Lite Nano scores 67.6 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Nova Lite Nano rank on IFEval?

It ranks #493 of 600 models, in the 18th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Nova Lite Nano good at IFEval?

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 IFEval score calculated?

IFEval is a instruction following 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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