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@@ -38,7 +38,7 @@ The model summary information and architecture diagram are as follows:
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  | Context Training Schedule | 8K -> 32K -> 256K |
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  <!-- Ling-3.0-flash architecture diagram -->
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- ![](https://intranetproxy.alipay.com/skylark/lark/0/2026/png/23157180/1785822388609-79c06c50-2ea9-40d9-888b-0ff4072a724c.png)
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  ## Evaluation
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  We have conducted a comprehensive evaluation of Ling-3.0-flash across multiple authoritative benchmarks. **Ling-3.0-flash** performs strongly on representative code/agent benchmarks such as **SWE-Bench Pro, SWE-Bench Multilingual, Tau3-banking-AA**, **MCP-Atlas** and **SkillsBench, etc**. In practice, Ling-3.0-flash delivers a strong user experience across frameworks including **Claude Code**,**Kilo Code**,**Qwen Code**,**Hermes Agent**,and **OpenClaw**, etc. Beyond agentic tasks, Ling-3.0-flash also delivers strong performance across **general knowledge**,**mathematical reasoning**,**instruction following**,and **long-context understanding**.
 
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  | Context Training Schedule | 8K -> 32K -> 256K |
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  <!-- Ling-3.0-flash architecture diagram -->
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+ ![](https://cdn-uploads.huggingface.co/production/uploads/675fc648a63fff7b5be452f6/Psj43kxXZ5KyYFy9iZV5V.png)
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  ## Evaluation
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  We have conducted a comprehensive evaluation of Ling-3.0-flash across multiple authoritative benchmarks. **Ling-3.0-flash** performs strongly on representative code/agent benchmarks such as **SWE-Bench Pro, SWE-Bench Multilingual, Tau3-banking-AA**, **MCP-Atlas** and **SkillsBench, etc**. In practice, Ling-3.0-flash delivers a strong user experience across frameworks including **Claude Code**,**Kilo Code**,**Qwen Code**,**Hermes Agent**,and **OpenClaw**, etc. Beyond agentic tasks, Ling-3.0-flash also delivers strong performance across **general knowledge**,**mathematical reasoning**,**instruction following**,and **long-context understanding**.