Model Comparison
Coder V2 Lite Instruct
vs. Qwen3.5 122B A10B (Non-reasoning)
Comparing 2 AI models · 9 benchmarks · DeepSeek, Alibaba
Recommended Pick
Al Qwen3.5 122B A10B (Non-reasoning) 6 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Coder V2 Lite Instruct
$0.00/1M input price
Best Reasoning
Qwen3.5 122B A10B (Non-reasoning)
44.5 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3.5 122B A10B (Non-reasoning)
31.6 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 Lite Instruct is ∞x cheaper on input tokens than Qwen3.5 122B A10B (Non-reasoning).
Reasoning gap
Qwen3.5 122B A10B (Non-reasoning) leads Coder V2 Lite Instruct by 29.2 points on reasoning.
Top-pick rationale
Qwen3.5 122B A10B (Non-reasoning) wins 6 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.
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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Qwen3.5 122B A10B (Non-reasoning)
Alibaba
TTFT
—
Time
—
tok/s
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Tokens
—
Cost
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Which answer was more useful?
Full Comparison
| Metric | De Coder V2 Lite Instruct | Top Pick Al Qwen3.5 122B A10B (Non-reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.40/1M |
| Output Cost | $0.00/1M | $3.20/1M |
| Blended (3:1) | — | $1.10/1M |
| Specifications | ||
| Organization | DeepSeek | Alibaba |
| Release Date | Jun 17, 2024 | Feb 24, 2026 |
| Performance & Speed | ||
| Throughput | — | 166.1 tok/s |
| TTFT | — | 1126ms |
| Latency | — | 1126ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 15.2 | 44.5 |
| Intelligence | 8.5 | 35.9 |
| Coding | — | 31.6 |
| Standard Benchmarks | ||
| GPQA | 31.9% | 82.7% |
| MMLU Pro | 42.9% | — |
| HLE | 5.3% | 14.8% |
| LiveCodeBench | 15.8% | — |
| SciCode | 13.9% | 35.6% |
| LCR | — | 56.0% |
| IFBench | — | 50.8% |
| TAU-bench v2 | — | 84.5% |
| TerminalBench Hard | — | 29.5% |
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.
Qwen3.5 122B A10B (Non-reasoning) has the strongest reasoning profile with a 44.5 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3.5 122B A10B (Non-reasoning) reaches a 31.6 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
Qwen3.5 122B A10B (Non-reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
