Mathematics · Amazon

Nova Lite Pro on MATH-500: score, rank and what it means

Nova Lite Pro scores 78.8 on MATH-500, placing it #242 of 600 models in the index. The benchmark average is 72.5 and the leader is GPT-5.2 Max at 96.7.

Score
78.8
0–100 scale
Rank
#242
of 600
Percentile
60th
within the index
Benchmark avg
72.5
all models
Leader
96.7
GPT-5.2 Max
Gap to leader
17.9
points

Score distribution

The chart shows the top 10 models on MATH-500, with Nova Lite Pro highlighted. Longer bars mean higher scores.

GPT-5.2 Max 96.7
GPT-5.1 Reasoning 95.9
GPT-5.1 Pro 95.1
o4 Reasoning 94.8
Grok 4 Max 94.6
Grok 4 Reasoning 94.4
Claude Opus 4.5 Max 94.2
Claude Opus 4.5 93.7
Gemini 3 Pro Reasoning 93.3
Claude Opus 4.5 Turbo 93.2

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
2 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
3 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
4 o4 Reasoning OpenAI 1000000 $19.69 87.5
5 Grok 4 Max xAI 2000000 $19.70 86.6
6 Grok 4 Reasoning xAI 2000000 $19.67 87.8
7 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
8 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
9 Gemini 3 Pro Reasoning Google DeepMind 200000 $19.69 87.5
10 Claude Opus 4.5 Turbo Anthropic 2000000 $19.57 85.7

What this score means

On MATH-500, Nova Lite Pro sits at #242 of 600. The leader, GPT-5.2 Max, scores 96.7, so the gap to the top is 17.9 points. The median model in this index scores 76.0, which puts Nova Lite Pro above the midpoint.

Amazon models average 76.8 on this benchmark. Nova Lite Pro is 2.0 points above that provider line, so it is a stronger result than the average Amazon model.

Among multimodal models, the average is 81.3. Nova Lite Pro is 2.5 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 78.8 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 $9.69 per million input tokens, Nova Lite Pro is above the median input price of $4.00 across the 600 models scored on MATH-500. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Gemma 3 Instruct Google DeepMind 128000 $3.72 74.1
Llama 3.1 Chat Meta AI 32768 $3.82 75.3
Llama 3.3 Groq Groq 32768 $3.98 76.8
Llama 3 Anyscale Anyscale 65536 $3.94 74.7
Nova Lite Pro Amazon 200000 $9.69 74.1
Sonar Turbo Perplexity 65536 $10.71 75.7
Gemma 3 Chat Google DeepMind 65536 $3.74 74.5

Other benchmarks for Nova Lite Pro

BenchmarkScoreRankPercentileRelative
MMLU-Pro 76.3 297 51th
GPQA Diamond 67.3 326 46th
SWE-bench Verified 61.8 286 52th
HumanEval 76.6 317 47th
AIME 2025 69.6 266 56th
LiveCodeBench 68.6 215 64th
IFEval 83.3 238 60th
TruthfulQA 77.8 259 57th
HellaSwag 82.3 342 43th
MMMU 73.2 213 65th
Arena Elo 1378.7 277 54th

FAQ

What score does Nova Lite Pro get on MATH-500?

Nova Lite Pro scores 78.8 on MATH-500 in this index. The benchmark average is 72.5 and the top score is 96.7.

How does Nova Lite Pro rank on MATH-500?

It ranks #242 of 600 models, in the 60th percentile. The leader is GPT-5.2 Max at 96.7.

Is Nova Lite Pro good at MATH-500?

Yes, relative to the index: it is above the median and inside the top half of scores. The result should be read alongside its price and context window.

How is the MATH-500 score calculated?

MATH-500 is a mathematics 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 Pro cost?

Nova Lite Pro costs $9.69 per million input tokens and $46.58 per million output tokens.

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