Model Comparison
Coder-V2
vs. Qwen3 14B (Reasoning)
Comparing 2 AI models · 12 benchmarks · DeepSeek, Alibaba
Recommended Pick
Al Qwen3 14B (Reasoning) 4 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Coder-V2
$0.00/1M input price
Best Reasoning
Qwen3 14B (Reasoning)
52.1 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 14B (Reasoning)
13.1 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
Coder-V2 is ∞x cheaper on input tokens than Qwen3 14B (Reasoning).
Reasoning gap
Qwen3 14B (Reasoning) leads Coder-V2 by 9.7 points on reasoning.
Top-pick rationale
Qwen3 14B (Reasoning) wins 4 measurable categories, including Throughput, Reasoning, Intelligence, MATH 500.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Coder-V2
DeepSeek
TTFT
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Time
—
tok/s
—
Tokens
—
Cost
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Qwen3 14B (Reasoning)
Alibaba
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | De Coder-V2 | Top Pick Al Qwen3 14B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.23/1M |
| Output Cost | $0.00/1M | $2.22/1M |
| Blended (3:1) | — | $0.73/1M |
| Specifications | ||
| Organization | DeepSeek | Alibaba |
| Release Date | Jun 17, 2024 | Apr 28, 2025 |
| Performance & Speed | ||
| Throughput | — | 62.9 tok/s |
| TTFT | — | 1107ms |
| Latency | — | 32903ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 42.4 | 52.1 |
| Intelligence | 10.6 | 16.2 |
| Coding | — | 13.1 |
| Math | — | 55.7 |
| Standard Benchmarks | ||
| GPQA | — | 60.4% |
| MMLU Pro | — | 77.4% |
| HLE | — | 4.3% |
| LiveCodeBench | — | 52.3% |
| MATH 500 | 74.3% | 96.1% |
| AIME 2025 | — | 55.7% |
| AIME (Original) | — | 76.3% |
| SciCode | — | 31.6% |
| LCR | — | 0.0% |
| IFBench | — | 40.5% |
| TAU-bench v2 | — | 34.5% |
| TerminalBench Hard | — | 3.8% |
Key Takeaways
Coder-V2 offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Qwen3 14B (Reasoning) has the strongest reasoning profile with a 52.1 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 14B (Reasoning) reaches a 13.1 coding index, making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Coder-V2
- Cost-sensitive applications
- High-volume processing
Qwen3 14B (Reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
