DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...
Model details →DeepSeek: DeepSeek V4 Pro vs cross-encoder/ms-marco-MiniLM-L6-v2
DeepSeek: DeepSeek V4 Pro wins on 5 of 6 axes — pricing and capability skew in its favour for most workloads.
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Model details →Side-by-side comparison
| Capability | DeepSeek: DeepSeek V4 Pro | cross-encoder/ms-marco-MiniLM-L6-v2 | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | Unknown | 🏆 DeepSeek: DeepSeek V4 Pro |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.43 | Custom | 🏆 DeepSeek: DeepSeek V4 Pro |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.87 | Custom | 🏆 DeepSeek: DeepSeek V4 Pro |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | — | 🏆 DeepSeek: DeepSeek V4 Pro |
| Vision input Accepts image inputs alongside text. | — | — | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | — | 🏆 DeepSeek: DeepSeek V4 Pro |
Frequently asked questions
Is DeepSeek: DeepSeek V4 Pro better than cross-encoder/ms-marco-MiniLM-L6-v2?
DeepSeek: DeepSeek V4 Pro wins on 5 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between DeepSeek: DeepSeek V4 Pro and cross-encoder/ms-marco-MiniLM-L6-v2?
Input: $0.43 vs Custom per 1M tokens. Output: $0.87 vs Custom per 1M tokens.
What context windows do DeepSeek: DeepSeek V4 Pro and cross-encoder/ms-marco-MiniLM-L6-v2 support?
DeepSeek: DeepSeek V4 Pro supports up to 1.0M tokens. cross-encoder/ms-marco-MiniLM-L6-v2 supports up to Unknown tokens.
Do both DeepSeek: DeepSeek V4 Pro and cross-encoder/ms-marco-MiniLM-L6-v2 support tool calling?
DeepSeek: DeepSeek V4 Pro: yes. cross-encoder/ms-marco-MiniLM-L6-v2: not advertised.
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