Phi-3 Mini 4k vs Qwen3.5-4B
Phi-3 Mini 4k (2024) and Qwen3.5-4B (2026) are compact production models from Microsoft Research and Alibaba. Phi-3 Mini 4k ships a 4k-token context window, while Qwen3.5-4B ships a 262k-token context window. On MMLU PRO, Qwen3.5-4B leads by 33.4 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Qwen3.5-4B fits 66x more tokens; pick it for long-context work and Phi-3 Mini 4k for tighter calls.
Decision scorecard
Local evidence first| Signal | Phi-3 Mini 4k | Qwen3.5-4B |
|---|---|---|
| Best for | provider-routed production | multimodal apps |
| Decision fit | Coding and Classification | Coding, Agents, and Long context |
| Context window | 4k | 262k |
| Cheapest output | $0.25/1M tokens | - |
| Provider routes | 4 tracked | 0 tracked |
| Shared benchmarks | 2 rows | MMLU PRO leader |
Decision tradeoffs
- Phi-3 Mini 4k has broader tracked provider coverage for fallback and procurement flexibility.
- Local decision data tags Phi-3 Mini 4k for Coding and Classification.
- Qwen3.5-4B holds a shared-benchmark lead on MMLU PRO, ahead by 33.4 points.
- Qwen3.5-4B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Qwen3.5-4B uniquely exposes Vision and Multimodal in local model data.
- Local decision data tags Qwen3.5-4B for Coding, Agents, and Long context.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Phi-3 Mini 4k
$103
Cheapest tracked route/tier: Replicate API
Qwen3.5-4B
Unavailable
No complete token price in local provider data
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- No overlapping tracked provider route is sourced for Phi-3 Mini 4k and Qwen3.5-4B; plan for SDK, billing, or endpoint changes.
- Qwen3.5-4B adds Vision and Multimodal in local capability data.
- No overlapping tracked provider route is sourced for Qwen3.5-4B and Phi-3 Mini 4k; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Vision and Multimodal before moving production traffic.
Specs
| Specification | ||
|---|---|---|
| Released | 2024-04-23 | 2026-03-02 |
| Context window | 4k | 262k |
| Parameters | 3.8B | 4B |
| Architecture | decoder only | - |
| License | MIT(OSI) | Apache 2.0(OSI) |
| Openness | Open source | Open source |
| Commercial use | Commercial use allowed | Commercial use allowed |
| Knowledge cutoff | 2023-10 | - |
Pricing and availability
| Pricing attribute | Phi-3 Mini 4k | Qwen3.5-4B |
|---|---|---|
| Input price | $0.05/1M tokens | - |
| Output price | $0.25/1M tokens | - |
| Providers | - |
Capabilities
| Capability | Phi-3 Mini 4k | Qwen3.5-4B |
|---|---|---|
| Vision | No | Yes |
| Multimodal | No | Yes |
| Reasoning | No | No |
| Function calling | No | No |
| Tool use | No | No |
| Structured outputs | No | No |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
| Benchmark | Phi-3 Mini 4k | Qwen3.5-4B |
|---|---|---|
| MMLU PRO | 45.7 | 79.1 |
| Google-Proof Q&A | 40.9 | 76.2 |
Deep dive
On shared benchmark coverage, MMLU PRO has Phi-3 Mini 4k at 45.7 and Qwen3.5-4B at 79.1, with Qwen3.5-4B ahead by 33.4 points; Google-Proof Q&A has Phi-3 Mini 4k at 40.9 and Qwen3.5-4B at 76.2, with Qwen3.5-4B ahead by 35.3 points. The largest visible gap is 35.3 points on Google-Proof Q&A, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.
The capability footprint differs most on vision: Qwen3.5-4B and multimodal input: Qwen3.5-4B. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
Pricing coverage is uneven: Phi-3 Mini 4k has $0.05/1M input tokens and Qwen3.5-4B has no token price sourced yet. Provider availability is 4 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose Phi-3 Mini 4k when provider fit and broader provider choice are central to the workload. Choose Qwen3.5-4B when long-context analysis and larger context windows are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.
FAQ
Which has a larger context window, Phi-3 Mini 4k or Qwen3.5-4B?
Qwen3.5-4B supports 262k tokens, while Phi-3 Mini 4k supports 4k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is Phi-3 Mini 4k or Qwen3.5-4B open source?
Phi-3 Mini 4k is listed under MIT. Qwen3.5-4B is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, Phi-3 Mini 4k or Qwen3.5-4B?
Qwen3.5-4B has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for multimodal input, Phi-3 Mini 4k or Qwen3.5-4B?
Qwen3.5-4B has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Phi-3 Mini 4k and Qwen3.5-4B?
Phi-3 Mini 4k is available on Microsoft Foundry, NVIDIA NIM, Baseten API, and Replicate API. Qwen3.5-4B is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
When should I pick Phi-3 Mini 4k over Qwen3.5-4B?
Qwen3.5-4B fits 66x more tokens; pick it for long-context work and Phi-3 Mini 4k for tighter calls. If your workload also depends on provider fit, start with Phi-3 Mini 4k; if it depends on long-context analysis, run the same evaluation with Qwen3.5-4B.
Continue comparing
Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.