Nova Lite Reasoning on HellaSwag: score, rank and what it means
Nova Lite Reasoning scores 84.0 on HellaSwag, placing it #282 of 600 models in the index. The benchmark average is 81.4 and the leader is GPT-5.2 Max at 96.1.
Score distribution
The chart shows the top 10 models on HellaSwag, with Nova Lite Reasoning highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg 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 Reasoning sits at #282 of 600. The leader, GPT-5.2 Max, scores 96.1, so the gap to the top is 12.1 points. The median model in this index scores 83.6, which puts Nova Lite Reasoning above the midpoint.
Amazon models average 83.7 on this benchmark. Nova Lite Reasoning is 0.3 points above that provider line, so it is a stronger result than the average Amazon model.
Among multimodal models, the average is 86.8. Nova Lite Reasoning is 2.8 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 84.0 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 HellaSwag. The models immediately around it in the ranking are shown below so you can compare score and price together.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Llama 3 Modal | Modal | 32768 | $3.82 | 74.9 |
| Llama 3 Modal Base | Modal | 16384 | $3.21 | 72.2 |
| OLMo 2 Instruct | Allen Institute for AI | 32768 | $3.03 | 71.7 |
| Firefunction | Fireworks AI | 16384 | $8.16 | 72.3 |
| Nova Lite Reasoning | Amazon | 32768 | $9.92 | 74.3 |
| Auto Turbo | OpenRouter | 65536 | $7.96 | 70.9 |
| Firefunction Max | Fireworks AI | 32768 | $9.12 | 73.2 |
Other benchmarks for Nova Lite Reasoning
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| 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 | |
| LiveCodeBench | 65.7 | 281 | 53th | |
| IFEval | 83.5 | 233 | 61th | |
| TruthfulQA | 76.8 | 286 | 52th | |
| MMMU | 72.0 | 247 | 59th | |
| Arena Elo | 1371.0 | 313 | 48th |
FAQ
What score does Nova Lite Reasoning get on HellaSwag?
Nova Lite Reasoning scores 84.0 on HellaSwag in this index. The benchmark average is 81.4 and the top score is 96.1.
How does Nova Lite Reasoning rank on HellaSwag?
It ranks #282 of 600 models, in the 53rd percentile. The leader is GPT-5.2 Max at 96.1.
Is Nova Lite Reasoning good at HellaSwag?
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 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 Reasoning cost?
Nova Lite Reasoning costs $9.92 per million input tokens and $53.42 per million output tokens.