Model Comparison
Qwen2.5 Coder Instruct 7B
vs. Qwen3 8B (Non-reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba
Recommended Pick
AlQwen3 8B (Non-reasoning)9 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
Qwen2.5 Coder Instruct 7B
$0.00/1M input price
Best Reasoning
Qwen3 8B (Non-reasoning)
29.8 reasoning score
Blends available reasoning benchmarks
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
Qwen2.5 Coder Instruct 7B is ∞x cheaper on input tokens than Qwen3 8B (Non-reasoning).
Reasoning gap
Qwen3 8B (Non-reasoning) leads Qwen2.5 Coder Instruct 7B by 6.9 points on reasoning.
Top-pick rationale
Qwen3 8B (Non-reasoning) wins 9 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.
Qwen2.5 Coder Instruct 7B
Alibaba
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 8B (Non-reasoning)
Alibaba
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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Which answer was more useful?
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Full Comparison
| Metric | Al Qwen2.5 Coder Instruct 7B | Top Pick Al Qwen3 8B (Non-reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.18/1M |
| Output Cost | $0.00/1M | $0.70/1M |
| Blended (3:1) | — | $0.31/1M |
| Specifications | ||
| Organization | Alibaba | Alibaba |
| Release Date | Sep 19, 2024 | Apr 28, 2025 |
| Performance & Speed | ||
| Throughput | — | 63.7 tok/s |
| TTFT | — | 1284ms |
| Latency | — | 1284ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 22.9 | 29.8 |
| Intelligence | 4.5 | 5.1 |
| Math | — | 24.3 |
| Standard Benchmarks | ||
| GPQA | 33.9% | 45.2% |
| MMLU Pro | 47.3% | 64.3% |
| HLE | 4.8% | 2.8% |
| LiveCodeBench | 12.6% | 20.2% |
| MATH 500 | 66.0% | 82.8% |
| AIME 2025 | — | 24.3% |
| AIME (Original) | 5.3% | 24.3% |
| SciCode | 14.8% | 16.8% |
| LCR | — | 0.0% |
| IFBench | — | 28.6% |
| TAU-bench v2 | — | 24.9% |
| TerminalBench Hard | — | 2.3% |
Key Takeaways
Qwen2.5 Coder Instruct 7B offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 8B (Non-reasoning) has the strongest reasoning profile with a 29.8 reasoning score,combining the available reasoning-heavy benchmarks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Qwen2.5 Coder Instruct 7B
- Cost-sensitive applications
- High-volume processing
Qwen3 8B (Non-reasoning)
- Complex reasoning tasks
- Research & analysis
