DeepSeek R1 0528 Distill Qwen3-8B vs Swallow 13B Instruct
DeepSeek R1 0528 Distill Qwen3-8B (2025) and Swallow 13B Instruct (2024) are frontier reasoning models from Alibaba and Tokyo Institute of Technology. DeepSeek R1 0528 Distill Qwen3-8B ships a 160k-token context window, while Swallow 13B Instruct ships a 8k-token context window. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.
DeepSeek R1 0528 Distill Qwen3-8B fits 20x more tokens; pick it for long-context work and Swallow 13B Instruct for tighter calls.
Decision scorecard
Local evidence first| Signal | DeepSeek R1 0528 Distill Qwen3-8B | Swallow 13B Instruct |
|---|---|---|
| Best for | reasoning-heavy apps | general production evaluation |
| Decision fit | Long context | General |
| Context window | 160k | 8k |
| Cheapest output | $0.20/1M tokens | - |
| Provider routes | 1 tracked | 0 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- DeepSeek R1 0528 Distill Qwen3-8B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- DeepSeek R1 0528 Distill Qwen3-8B has broader tracked provider coverage for fallback and procurement flexibility.
- DeepSeek R1 0528 Distill Qwen3-8B uniquely exposes Reasoning in local model data.
- Local decision data tags DeepSeek R1 0528 Distill Qwen3-8B for Long context.
- Use Swallow 13B Instruct when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
DeepSeek R1 0528 Distill Qwen3-8B
$210
Cheapest tracked route/tier: Fireworks AI
Swallow 13B Instruct
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 DeepSeek R1 0528 Distill Qwen3-8B and Swallow 13B Instruct; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Reasoning before moving production traffic.
- No overlapping tracked provider route is sourced for Swallow 13B Instruct and DeepSeek R1 0528 Distill Qwen3-8B; plan for SDK, billing, or endpoint changes.
- DeepSeek R1 0528 Distill Qwen3-8B adds Reasoning in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-01-01 | 2024-12-10 |
| Context window | 160k | 8k |
| Parameters | 8B | 13B |
| Architecture | decoder only | - |
| License | Open Source | Open Source |
| Knowledge cutoff | - | 2023 |
Pricing and availability
| Pricing attribute | DeepSeek R1 0528 Distill Qwen3-8B | Swallow 13B Instruct |
|---|---|---|
| Input price | $0.20/1M tokens | - |
| Output price | $0.20/1M tokens | - |
| Providers | - |
Capabilities
| Capability | DeepSeek R1 0528 Distill Qwen3-8B | Swallow 13B Instruct |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | Yes | 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
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on reasoning mode: DeepSeek R1 0528 Distill Qwen3-8B. 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: DeepSeek R1 0528 Distill Qwen3-8B has $0.20/1M input tokens and Swallow 13B Instruct has no token price sourced yet. Provider availability is 1 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose DeepSeek R1 0528 Distill Qwen3-8B when reasoning depth, larger context windows, and broader provider choice are central to the workload. Choose Swallow 13B Instruct when provider fit are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.
FAQ
Which has a larger context window, DeepSeek R1 0528 Distill Qwen3-8B or Swallow 13B Instruct?
DeepSeek R1 0528 Distill Qwen3-8B supports 160k tokens, while Swallow 13B Instruct supports 8k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is DeepSeek R1 0528 Distill Qwen3-8B or Swallow 13B Instruct open source?
DeepSeek R1 0528 Distill Qwen3-8B is listed under Open Source. Swallow 13B Instruct is listed under Open Source. 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 reasoning mode, DeepSeek R1 0528 Distill Qwen3-8B or Swallow 13B Instruct?
DeepSeek R1 0528 Distill Qwen3-8B has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run DeepSeek R1 0528 Distill Qwen3-8B and Swallow 13B Instruct?
DeepSeek R1 0528 Distill Qwen3-8B is available on Fireworks AI. Swallow 13B Instruct 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 DeepSeek R1 0528 Distill Qwen3-8B over Swallow 13B Instruct?
DeepSeek R1 0528 Distill Qwen3-8B fits 20x more tokens; pick it for long-context work and Swallow 13B Instruct for tighter calls. If your workload also depends on reasoning depth, start with DeepSeek R1 0528 Distill Qwen3-8B; if it depends on provider fit, run the same evaluation with Swallow 13B Instruct.
Continue comparing
Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.