Model Comparison
Qwen3 VL 4B (Reasoning)
vs. Ring-flash-2.0
Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI
Recommended Pick
In Ring-flash-2.0 11 metric wins Strongest on: Reasoning, Intelligence, Coding
Lowest Price
Qwen3 VL 4B (Reasoning)
$0.00/1M input price
Best Reasoning
Ring-flash-2.0
52.6 reasoning score
Blends available reasoning benchmarks
Best for Coding
Ring-flash-2.0
10.6 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
Qwen3 VL 4B (Reasoning) is ∞x cheaper on input tokens than Ring-flash-2.0.
Reasoning gap
Ring-flash-2.0 leads Qwen3 VL 4B (Reasoning) by 28.8 points on reasoning.
Coding gap
Ring-flash-2.0 leads Qwen3 VL 4B (Reasoning) by 3.9 points on coding.
Top-pick rationale
Ring-flash-2.0 wins 11 measurable categories, including Reasoning, Intelligence, Coding, Math.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 4B (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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Ring-flash-2.0
InclusionAI
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?
Full Comparison
| Metric | Al Qwen3 VL 4B (Reasoning) | Top Pick In Ring-flash-2.0 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.14/1M |
| Output Cost | $0.00/1M | $0.57/1M |
| Blended (3:1) | — | $0.25/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Oct 14, 2025 | Sep 19, 2025 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 23.8 | 52.6 |
| Intelligence | 13.7 | 14.0 |
| Coding | 6.7 | 10.6 |
| Math | 25.7 | 83.7 |
| Standard Benchmarks | ||
| GPQA | 49.4% | 72.5% |
| MMLU Pro | 70.0% | 79.3% |
| HLE | 4.4% | 8.9% |
| LiveCodeBench | 32.0% | 62.8% |
| AIME 2025 | 25.7% | 83.7% |
| SciCode | 17.1% | 16.8% |
| LCR | 21.3% | 21.0% |
| IFBench | 36.6% | 43.3% |
| TAU-bench v2 | 15.5% | 0.0% |
| TerminalBench Hard | 1.5% | 7.6% |
Key Takeaways
Qwen3 VL 4B (Reasoning) offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Ring-flash-2.0 has the strongest reasoning profile with a 52.6 reasoning score, combining the available reasoning-heavy benchmarks.
Ring-flash-2.0 reaches a 10.6 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
Qwen3 VL 4B (Reasoning)
- Cost-sensitive applications
- High-volume processing
Ring-flash-2.0
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
