Compare/Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs Qwen3 Coder 480B A35B Instruct

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)vsQwen3 Coder 480B A35B Instruct

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

NVIDIA

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
42 tok/s
TTFT
0.74s
Alibaba

Qwen3 Coder 480B A35B Instruct

Input
$0.3/M
Output
$1.8/M
Speed
64 tok/s
TTFT
1.61s

Winner by Category

Cheaper
Qwen3 Coder 480B A35B Instruct
Faster (tok/s)
Qwen3 Coder 480B A35B Instruct
Lower Latency
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Benchmarks (7-5)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Pricing Comparison

MetricLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)Qwen3 Coder 480B A35B Instruct
Input ($/M tokens)$0.6$0.3
Output ($/M tokens)$1.8$1.8
Cost for 1M input + 100K output tokens:
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78
Qwen3 Coder 480B A35B Instruct$0.48

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
42 tok/s
Qwen3 Coder 480B A35B Instruct
64 tok/s
Time to First Token (seconds) — lower is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.74s
Qwen3 Coder 480B A35B Instruct
1.61s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.024.8
Coding Index
13.124.6
Math Index
63.739.3
GPQA Diamond
72.8%61.8%
MMLU-Pro
82.5%78.8%
LiveCodeBench
64.1%58.5%
AIME 2025
63.7%39.3%
MATH-500
95.2%94.2%
Humanity's Last Exam
8.1%4.4%
SciCode
34.7%35.9%
IFBench
38.2%40.5%
TerminalBench
2.3%18.9%
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)7 wins
5 winsQwen3 Coder 480B A35B Instruct

Frequently Asked Questions

Which is cheaper, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) or Qwen3 Coder 480B A35B Instruct?

Qwen3 Coder 480B A35B Instruct is cheaper overall. Its blended price (3:1 input/output ratio) is $0.68/M tokens vs $0.90/M for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning).

Which model performs better on benchmarks?

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) wins 7 out of 12 benchmarks compared to 5 for Qwen3 Coder 480B A35B Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 Coder 480B A35B Instruct generates tokens faster at 64 tok/s vs 42 tok/s. Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) also has lower time-to-first-token (0.74s vs 1.61s).

When should I use Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs Qwen3 Coder 480B A35B Instruct?

Choose based on your priorities: Qwen3 Coder 480B A35B Instruct for lower cost, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) for stronger benchmark performance, and Qwen3 Coder 480B A35B Instruct for faster generation. For latency-sensitive apps, check the TTFT comparison above.