DeepSeek V4 Pro vs SmolVLA 450M
At a Glance
| Compare |  DeepSeek V4 ProDeepSeek |  SmolVLA 450MHugging Face LeRobot |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #28 of 4655.3 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 36.9–70.2 | UnrankedNot in the 46-model eligible cohort |
| CostLower is better · Published-token output estimate | #10 of 44$0.054 per LiveBench case | UnrankedNot in the 44-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.5 | #12 of 3858.4 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 49.2–65.9 | UnrankedNot in the 38-model eligible cohort |
| Pricing and Limits | ||
| Context windowMaximum documented tokens | 1,049K | Not reported |
| Model facts checked | Aug 28, 2026View model evidence → | Aug 29, 2026View model evidence → |
Available Benchmarks
Side-by-Side Facts
| Field | DeepSeek-V4-Pro | SmolVLA 450M |
|---|---|---|
| Developer | DeepSeek | Hugging Face LeRobot |
| Family | Deepseek V4 Pro | SmolVLA |
| Model | DeepSeek-V4-Pro | SmolVLA 450M |
| Version | DeepSeek-V4-Pro | 450M |
| Lifecycle | active | active |
| Released | 2026-04-24 | 2025-06-03 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text, Image, Robot state |
| Output modalities | Text | Robot action |
| Context window | 1,049K | Unknown |
| Total parameters | 1.6T | 450M |
| Active parameters | 49B | Unknown |
| License | mit | apache-2.0 |
| Open weights | Yes | Yes |
| API available | Yes | No |
| Self-hostable | Yes | Yes |
| Provider access | DeepSeek (Standard), Deepinfra (Standard), Fireworks Ai (Standard), Hugging Face (Standard), Openrouter (Standard), Together Ai (Standard) | Unknown |
| Capabilities | chat, generation, reasoning | asynchronous-inference, fine-tuning, low-cost-hardware, manipulation |
| Robotics model type | Unknown | Vision-language-action model |
| Action representation | Unknown | Continuous action chunks from a flow-matching action expert |
| Control architecture | Unknown | SmolVLM2 backbone with flow-matching action expert |
| Inference location | Unknown | On device |
| Native control rate (Hz) | Unknown | Unknown |
| Supported embodiments | Unknown | SO-100, SO-101, LeKiwi, LIBERO Franka |
| Training data | Unknown | Compatibly licensed LeRobot community datasets totaling fewer than 30,000 episodes in the cited release. |
DeepSeek V4 Pro Capabilities
SmolVLA 450M Capabilities
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Primary Evidence
Sources and Freshness
Questions
DeepSeek V4 Pro vs SmolVLA 450M FAQs
Is DeepSeek V4 Pro or SmolVLA 450M better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both DeepSeek V4 Pro and SmolVLA 450M, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, DeepSeek V4 Pro or SmolVLA 450M?+
Only DeepSeek V4 Pro has a directly sourced input price: $0.66 per million tokens. Only DeepSeek V4 Pro has a directly sourced output price: $1.5441 per million tokens.
Which has a larger context window, DeepSeek V4 Pro or SmolVLA 450M?+
Neither model has a larger sourced context window in this comparison. DeepSeek V4 Pro is 1,049K and SmolVLA 450M is —.
Which performs better in benchmarks, DeepSeek V4 Pro or SmolVLA 450M?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can DeepSeek V4 Pro or SmolVLA 450M be self-hosted?+
Both models have the same recorded self-hosting status: supported. DeepSeek V4 Pro is open weight; SmolVLA 450M is open weight.
Can DeepSeek V4 Pro and SmolVLA 450M understand images?+
DeepSeek V4 Pro is not documented with image input; SmolVLA 450M is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, DeepSeek V4 Pro or SmolVLA 450M?+
Neither has a larger sourced maximum output. DeepSeek V4 Pro is — and SmolVLA 450M is —.
Do DeepSeek V4 Pro and SmolVLA 450M support reasoning and tool use?+
DeepSeek V4 Pro: reasoning. SmolVLA 450M: image input. Feature support does not establish relative quality.
Which is available from more inference providers, DeepSeek V4 Pro or SmolVLA 450M?+
DeepSeek V4 Pro has 6 sourced provider routes; SmolVLA 450M has 0, so DeepSeek V4 Pro has broader tracked availability.
Which offers better value, DeepSeek V4 Pro or SmolVLA 450M?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.