Coding · Amazon

Nova Lite Reasoning on LiveCodeBench: score, rank and what it means

Nova Lite Reasoning scores 65.7 on LiveCodeBench, placing it #281 of 600 models in the index. The benchmark average is 61.0 and the leader is Claude Sonnet 4.5 Reasoning at 85.1.

Score
65.7
0–100 scale
Rank
#281
of 600
Percentile
53th
within the index
Benchmark avg
61.0
all models
Leader
85.1
Claude Sonnet 4.5 Reasoning
Gap to leader
19.4
points

Score distribution

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

Claude Sonnet 4.5 Reasoning 85.1
Grok 4 Reasoning 85.1
Claude Opus 4.5 85.0
GPT-5.2 Max 84.8
Grok 4 Turbo 84.7
GPT-5.1 Turbo 84.6
GPT-5.2 Pro 84.6
GPT-5.2 Reasoning 84.6
Claude Opus 4.5 Pro 84.1
Gemini 3 Pro Max 83.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
2 Grok 4 Reasoning xAI 2000000 $19.67 87.8
3 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 Grok 4 Turbo xAI 1000000 $19.21 86.7
6 GPT-5.1 Turbo OpenAI 2000000 $19.19 86.1
7 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
8 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
9 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
10 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9

What this score means

On LiveCodeBench, Nova Lite Reasoning sits at #281 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 19.4 points. The median model in this index scores 64.7, which puts Nova Lite Reasoning above the midpoint.

Amazon models average 65.8 on this benchmark. Nova Lite Reasoning is 0.1 points below that provider line, so it is a weaker result than the average Amazon model.

Among multimodal models, the average is 70.3. Nova Lite Reasoning is 4.6 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 65.7 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 $9.92 per million input tokens, Nova Lite Reasoning is above the median input price of $4.00 across the 600 models scored on LiveCodeBench. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Yi-Large Instruct 01.AI 32768 $3.48 73.4
o4 Nano OpenAI 65536 $8.61 72.0
Codestral Base Mistral AI 8192 $3.31 73.1
Llama 3 Lambda Base Lambda 8192 $3.19 72.9
Nova Lite Reasoning Amazon 32768 $9.92 74.3
Nova Lite Turbo Amazon 8192 $9.14 73.2
Seed-OSS Base ByteDance 16384 $3.14 72.2

Other benchmarks for Nova Lite Reasoning

BenchmarkScoreRankPercentileRelative
MMLU-Pro 78.7 223 63th
GPQA Diamond 69.0 296 51th
SWE-bench Verified 62.4 270 55th
HumanEval 80.4 225 63th
MATH-500 78.6 248 59th
AIME 2025 66.7 321 47th
IFEval 83.5 233 61th
TruthfulQA 76.8 286 52th
HellaSwag 84.0 282 53th
MMMU 72.0 247 59th
Arena Elo 1371.0 313 48th

FAQ

What score does Nova Lite Reasoning get on LiveCodeBench?

Nova Lite Reasoning scores 65.7 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.

How does Nova Lite Reasoning rank on LiveCodeBench?

It ranks #281 of 600 models, in the 53rd percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.

Is Nova Lite Reasoning good at LiveCodeBench?

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 LiveCodeBench score calculated?

LiveCodeBench 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 Reasoning cost?

Nova Lite Reasoning costs $9.92 per million input tokens and $53.42 per million output tokens.

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