MiMo-V2.5 vs Morph V3 Fast (Comparative Analysis)
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Comparative Analysis: MiMo-V2.5 vs. Morph V3 Fast
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Overview
Morph V3 Fast was released 9 months before MiMo-V2.5.
Model Provider The organization behind this AI's development | ||
Input Context Window Maximum input tokens this model can process at once | 1.1M tokens | 81.9K tokens |
Output Token Limit Maximum output tokens this model can generate at once | 131.1K tokens | 38K tokens |
Release Date When this model first became publicly available | April 22, 2026 3 months ago April 22nd, 2026 | July 7, 2025 1 year ago July 7th, 2025 |
Capabilities & Features
Compare supported features, modalities, and advanced capabilities
MiMo-V2.5 | Morph V3 Fast | |
|---|---|---|
Input Types Supported input formats | 📝Text🎵Audio🖼️Image🎬Video | 📝Text |
Reasoning Controls Defaults and configurable reasoning effort | Optional | Not reported |
Output Types Supported output formats | 📝Text | 📝Text |
Tokenizer Text encoding system | Other | Other |
Key Features Advanced capabilities | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation | Function CallingStructured OutputReasoning ModeContent Moderation |
Open Source Model availability | Available on HuggingFace → | Proprietary |
Pricing
MiMo-V2.5 is roughly 0.2x less expensive compared to Morph V3 Fast for input tokens and roughly 0.2x less expensive for output tokens.
Input Token Cost Cost per million input tokens | $0.14 per million tokens | $0.80 per million tokens |
Output Token Cost Cost per million output tokens | $0.28 per million tokens | $1.20 per million tokens |
Cache Read Cost Cost to reuse cached input tokens | $0.0028 per million tokens | Not specified |
Benchmarks
Compare relevant benchmarks between MiMo-V2.5 and Morph V3 Fast.
Intelligence Index Overall model quality across independent evaluations | 37.2 (Artificial Analysis index; higher is better) | Benchmark not available. |
Coding Index Programming performance across independent evaluations | 56.8 (Artificial Analysis index; higher is better) | Benchmark not available. |
Agentic Index Ability to complete multi-step agentic tasks | 23.7 (Artificial Analysis index; higher is better) | Benchmark not available. |
Best Design Arena Score Highest human-preference Elo score across design arenas | 1,301 Elo (#16 in Game Dev (56.5% win rate)) | Benchmark not available. |
At a Glance
Quick overview of what makes MiMo-V2.5 and Morph V3 Fast unique.
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🔬Science
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