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**Skywork-R1V4** is a 30B (A3B) multimodal agent that unifies:
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- Multimodal task planning
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- Deep multimodal search (text × image)
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- Interleaved tool-grounded reasoning
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At inference time, the model exhibits **emergent long-horizon reasoning**, executing **10+ tool calls** across visual operations and web search to solve complex real-world tasks.
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- **Beats Gemini 2.5 Flash on all 11 comparable metrics**
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- Region attention
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- Visual clue refinement
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The model alternates between:
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---
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- **Model Center**: https://platform.skyworkmodel.ai/#/model-center
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- **API Documentation (R1V4)**: https://docs.skyworkmodel.ai/r1v4/api-reference/completions.html
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pipeline_tag: image-text-to-text
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library_name: transformers
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license: mit
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# Skywork-R1V4
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<div align="center">
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<img src="skywork-logo.png" alt="Introduction Image" width="500" height="400">
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</div>
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## 1. Model Introduction
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**Skywork-R1V4** is a 30B (A3B) multimodal agent that unifies:
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- Multimodal task planning
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- Deep multimodal search (text × image)
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- Interleaved tool-grounded reasoning
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Skywork-R1V4 is trained **purely via supervised finetuning** on **< 30k high-quality, execution-consistent trajectories**.
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At inference time, the model exhibits **emergent long-horizon reasoning**, executing **10+ tool calls** across visual operations and web search to solve complex real-world tasks.
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- **Beats Gemini 2.5 Flash on all 11 comparable metrics**
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## 2. Feature
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### 🔍 **“Thinking With Images”**
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Skywork-R1V4 actively manipulates images through:
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• Multi-stage cropping
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• Local detail extraction
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• Region attention
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• Visual clue refinement
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### 🔄 **Interleaved Reasoning**
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The model alternates between:
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1. Visual reasoning
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2. Image operation
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3. Web search
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4. Cross-evidence verification
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---
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## 3. Links
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- **Model Center**: https://platform.skyworkmodel.ai/#/model-center
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- **API Documentation (R1V4)**: https://docs.skyworkmodel.ai/r1v4/api-reference/completions.html
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