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

Qwen3 Coder 480B A35B InstructvsLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)

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

Alibaba

Qwen3 Coder 480B A35B Instruct

Input
$0.3/M
Output
$1.8/M
Speed
67 tok/s
TTFT
1.70s
NVIDIA

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
41 tok/s
TTFT
0.72s

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 (5-7)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Pricing Comparison

MetricQwen3 Coder 480B A35B InstructLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Input ($/M tokens)$0.3$0.6
Output ($/M tokens)$1.8$1.8
Cost for 1M input + 100K output tokens:
Qwen3 Coder 480B A35B Instruct$0.48
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 Coder 480B A35B Instruct
67 tok/s
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
41 tok/s
Time to First Token (seconds) — lower is better
Qwen3 Coder 480B A35B Instruct
1.70s
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.72s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
24.815.0
Coding Index
24.613.1
Math Index
39.363.7
GPQA Diamond
61.8%72.8%
MMLU-Pro
78.8%82.5%
LiveCodeBench
58.5%64.1%
AIME 2025
39.3%63.7%
MATH-500
94.2%95.2%
Humanity's Last Exam
4.4%8.1%
SciCode
35.9%34.7%
IFBench
40.5%38.2%
TerminalBench
18.9%2.3%
Qwen3 Coder 480B A35B Instruct5 wins
7 winsLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Frequently Asked Questions

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

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 67 tok/s vs 41 tok/s. However, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) has lower time-to-first-token (0.72s vs 1.70s).

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

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.