---
title: Supported Models
metatags:
    description: "SpecBundle supported EAGLE3 draft models for speculative decoding - Llama, Qwen, DeepSeek, GLM, and more."
---

## [Released Models](https://huggingface.co/collections/lmsys/specbundle)

We list the models released by the SpecForge and several industrial partners below. These models are released as part of the SpecBundle models, which are trained on large-scale multi-domain datasets and deliver exceptional performance on various benchmarks.

> We also include some of the models previously trained by the SpecForge team but not technically part of the SpecBundle release.
> We mark models trained on ShareGPT+Ultrachat datasets with a **\*** mark and models trained on Perfect-Blend datasets but released before SpecBundle with **+** mark.

### Llama Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>meta-llama/Llama-3.1-8B-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Llama-3.1-8B-Instruct-SpecForge)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>meta-llama/Llama-3.3-70B-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Llama-3.3-70B-Instruct-SpecForge)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>meta-llama/Llama-4-Scout-17B-16E-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Llama-4-Scout-17B-16E-Instruct-SpecForge)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>meta-llama/Llama-4-Maverick-17B-128E-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face \*](https://huggingface.co/lmsys/sglang-EAGLE3-Llama-4-Maverick-17B-128E-Instruct-v1)</td>
    </tr>
  </tbody>
</table>

### Qwen Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Qwen/Qwen3-30B-A3B-Instruct-2507</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Qwen3-30B-A3B-Instruct-2507-SpecForge-Nex)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Qwen/Qwen3-235B-A22B-Instruct-2507</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Qwen3-235B-A22B-Instruct-2507-SpecForge-Meituan)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Qwen/Qwen3-Next-80B-A3B-Instruct-FP8</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Qwen3-Next-80B-A3B-Instruct-FP8-perfect-blend-regenerated)</td>
    </tr>
  </tbody>
</table>

### Qwen Coder Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Qwen/Qwen3-Coder-30B-A3B-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Qwen3-Coder-30B-A3B-Instruct-SpecForge)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Qwen/Qwen3-Coder-480B-A35B-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/lmsys/SGLang-EAGLE3-Qwen3-Coder-480B-A35B-Instruct-SpecForge-EigenAI)</td>
    </tr>
  </tbody>
</table>

### Ling Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>inclusionAI/Ling-flash-2.0</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/AQ-MedAI/Ling-Flash-2.0-eagle3)</td>
    </tr>
  </tbody>
</table>

### Kimi Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>moonshotai/Kimi-K2-Instruct</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/AQ-MedAI/Kimi-K2-Instruct-eagle3)</td>
    </tr>
  </tbody>
</table>

### GPT-OSS Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>openai/gpt-oss-20b</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face +](https://huggingface.co/zhuyksir/EAGLE3-gpt-oss-20b-bf16)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>openai/gpt-oss-120b</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face +](https://huggingface.co/lmsys/EAGLE3-gpt-oss-120b-bf16)</td>
    </tr>
  </tbody>
</table>

### Nex Series

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50.0%"}} />
    <col style={{width: "50.0%"}} />
  </colgroup>
  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.02)"}}>Target Model</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700, whiteSpace: "nowrap", backgroundColor: "rgba(255,255,255,0.05)"}}>EAGLE3 Draft Model</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>nex-agi/Qwen3-30B-A3B-Nex-N1</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/nex-agi/SGLANG-EAGLE3-Qwen3-30B-A3B-Nex-N1)</td>
    </tr>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>nex-agi/Qwen3-32B-Nex-N1</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>[🤗 Hugging Face](https://huggingface.co/nex-agi/SGLANG-EAGLE3-Qwen3-32B-Nex-N1)</td>
    </tr>
  </tbody>
</table>
