Model Comparison
Coder V2 Lite Instruct
vs. V3.2 Speciale
Comparing 2 AI models · 10 benchmarks · DeepSeek
Recommended Pick
De V3.2 Speciale 7 metric wins Strongest on: Reasoning, Intelligence, GPQA
Lowest Price
Coder V2 Lite Instruct
$0.00/1M input price
Best Reasoning
V3.2 Speciale
67.2 reasoning score
Blends available reasoning benchmarks
Best for Coding
V3.2 Speciale
37.9 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Reasoning gap
V3.2 Speciale leads Coder V2 Lite Instruct by 52.0 points on reasoning.
Top-pick rationale
V3.2 Speciale wins 7 measurable categories, including Reasoning, Intelligence, GPQA, MMLU Pro.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Coder V2 Lite Instruct
DeepSeek
TTFT
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Time
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tok/s
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Tokens
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Cost
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V3.2 Speciale
DeepSeek
TTFT
—
Time
—
tok/s
—
Tokens
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Cost
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Which answer was more useful?
Full Comparison
| Metric | De Coder V2 Lite Instruct | Top Pick De V3.2 Speciale |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.00/1M |
| Output Cost | $0.00/1M | $0.00/1M |
| Specifications | ||
| Organization | DeepSeek | DeepSeek |
| Release Date | Jun 17, 2024 | Dec 1, 2025 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Reasoning Score | 15.2 | 67.2 |
| Intelligence | 8.5 | 29.4 |
| Coding | — | 37.9 |
| Math | — | 96.7 |
| Standard Benchmarks | ||
| GPQA | 31.9% | 87.1% |
| MMLU Pro | 42.9% | 86.3% |
| HLE | 5.3% | 26.1% |
| LiveCodeBench | 15.8% | 89.6% |
| AIME 2025 | — | 96.7% |
| SciCode | 13.9% | 44.0% |
| LCR | — | 59.3% |
| IFBench | — | 63.9% |
| TAU-bench v2 | — | 0.0% |
| TerminalBench Hard | — | 34.8% |
Key Takeaways
Coder V2 Lite Instruct offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
V3.2 Speciale has the strongest reasoning profile with a 67.2 reasoning score, combining the available reasoning-heavy benchmarks.
V3.2 Speciale reaches a 37.9 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 Lite Instruct
- Cost-sensitive applications
- High-volume processing
V3.2 Speciale
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
