Compare/DeepSeek V3.2 (Reasoning) vs Qwen3 4B (Non-reasoning)

DeepSeek V3.2 (Reasoning)vsQwen3 4B (Non-reasoning)

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

DeepSeek

DeepSeek V3.2 (Reasoning)

Input
$0.3/M
Output
$0.45/M
Speed
TTFT
Alibaba

Qwen3 4B (Non-reasoning)

Input
$0.11/M
Output
$0.42/M
Speed
104 tok/s
TTFT
0.98s

Winner by Category

Cheaper
Qwen3 4B (Non-reasoning)
Faster (tok/s)
Qwen3 4B (Non-reasoning)
Lower Latency
DeepSeek V3.2 (Reasoning)
Benchmarks (11-1)
DeepSeek V3.2 (Reasoning)

Pricing Comparison

MetricDeepSeek V3.2 (Reasoning)Qwen3 4B (Non-reasoning)
Input ($/M tokens)$0.3$0.11
Output ($/M tokens)$0.45$0.42
Cost for 1M input + 100K output tokens:
DeepSeek V3.2 (Reasoning)$0.34
Qwen3 4B (Non-reasoning)$0.15

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V3.2 (Reasoning)
Qwen3 4B (Non-reasoning)
104 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V3.2 (Reasoning)
Qwen3 4B (Non-reasoning)
0.98s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
41.712.5
Coding Index
36.7
Math Index
92.0
GPQA Diamond
84.0%39.8%
MMLU-Pro
86.2%58.6%
LiveCodeBench
86.2%23.3%
AIME 2025
92.0%
MATH-500
84.3%
Humanity's Last Exam
22.2%3.7%
SciCode
38.9%16.7%
IFBench
60.7%
TerminalBench
35.6%
DeepSeek V3.2 (Reasoning)11 wins
1 winsQwen3 4B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V3.2 (Reasoning) or Qwen3 4B (Non-reasoning)?

Qwen3 4B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.19/M tokens vs $0.34/M for DeepSeek V3.2 (Reasoning).

Which model performs better on benchmarks?

DeepSeek V3.2 (Reasoning) wins 11 out of 12 benchmarks compared to 1 for Qwen3 4B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 4B (Non-reasoning) generates tokens faster at 104 tok/s vs 0 tok/s. DeepSeek V3.2 (Reasoning) also has lower time-to-first-token (0.00s vs 0.98s).

When should I use DeepSeek V3.2 (Reasoning) vs Qwen3 4B (Non-reasoning)?

Choose based on your priorities: Qwen3 4B (Non-reasoning) for lower cost, DeepSeek V3.2 (Reasoning) for stronger benchmark performance, and Qwen3 4B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.