Compare/Qwen3 8B (Non-reasoning) vs NVIDIA Nemotron 3 Super 120B A12B (Reasoning)

Qwen3 8B (Non-reasoning)vsNVIDIA Nemotron 3 Super 120B A12B (Reasoning)

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

Alibaba

Qwen3 8B (Non-reasoning)

Input
$0.18/M
Output
$0.7/M
Speed
81 tok/s
TTFT
0.95s
NVIDIA

NVIDIA Nemotron 3 Super 120B A12B (Reasoning)

Input
$0.3/M
Output
$0.75/M
Speed
370 tok/s
TTFT
0.55s

Winner by Category

Cheaper
Qwen3 8B (Non-reasoning)
Faster (tok/s)
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
Lower Latency
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
Benchmarks (5-7)
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)

Pricing Comparison

MetricQwen3 8B (Non-reasoning)NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
Input ($/M tokens)$0.18$0.3
Output ($/M tokens)$0.7$0.75
Cost for 1M input + 100K output tokens:
Qwen3 8B (Non-reasoning)$0.25
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)$0.38

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 8B (Non-reasoning)
81 tok/s
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
370 tok/s
Time to First Token (seconds) — lower is better
Qwen3 8B (Non-reasoning)
0.95s
NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
0.55s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
10.636.0
Coding Index
7.131.2
Math Index
24.3
GPQA Diamond
45.2%80.0%
MMLU-Pro
64.3%
LiveCodeBench
20.2%
AIME 2025
24.3%
MATH-500
82.8%
Humanity's Last Exam
2.8%19.2%
SciCode
16.8%36.0%
IFBench
28.6%71.5%
TerminalBench
2.3%28.8%
Qwen3 8B (Non-reasoning)5 wins
7 winsNVIDIA Nemotron 3 Super 120B A12B (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 8B (Non-reasoning) or NVIDIA Nemotron 3 Super 120B A12B (Reasoning)?

Qwen3 8B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.31/M tokens vs $0.41/M for NVIDIA Nemotron 3 Super 120B A12B (Reasoning).

Which model performs better on benchmarks?

NVIDIA Nemotron 3 Super 120B A12B (Reasoning) wins 7 out of 12 benchmarks compared to 5 for Qwen3 8B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

NVIDIA Nemotron 3 Super 120B A12B (Reasoning) generates tokens faster at 370 tok/s vs 81 tok/s. However, NVIDIA Nemotron 3 Super 120B A12B (Reasoning) has lower time-to-first-token (0.55s vs 0.95s).

When should I use Qwen3 8B (Non-reasoning) vs NVIDIA Nemotron 3 Super 120B A12B (Reasoning)?

Choose based on your priorities: Qwen3 8B (Non-reasoning) for lower cost, NVIDIA Nemotron 3 Super 120B A12B (Reasoning) for stronger benchmark performance, and NVIDIA Nemotron 3 Super 120B A12B (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.