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Model: openbmb/AgentCPM-Explore Source: Original Platform
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227
README.md
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227
README.md
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---
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license: apache-2.0
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language:
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- en
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base_model:
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- Qwen/Qwen3-4B-Thinking-2507
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library_name: transformers
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---
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## Latest News
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* [2026-01-12]🚀🚀🚀 We have open-sourced **AgentCPM-Explore**, an agent foundation model with only **4B parameters**, together with its **entire training and inference infrastructure**. AgentCPM-Explore has successfully entered **8 classic long-horizon agent benchmarks**, including **GAIA,HLE, and BrowserComp**. AgentCPM-Explore achieves **SOTA performance at the same parameter scale** and demonstrates its **accurate deep research capabilities**, effectively breaking the performance bottleneck for **on-device agents**.
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## Overview
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Key highlights of AgentCPM-Explore include:
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- The **first full-parameter 4B agent model** to rank on **8 long-horizon and complex agent benchmarks**, including **GAIA, HLE, and BrowserComp**, in the on-device setting.
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- Capable of **over 100 rounds of continuous environment interaction**, supporting **multi-source information cross-validation**, **dynamic search strategy adjustment**, and **real-time verification of up-to-date information**, enabling sustained deep exploration until task completion.
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- **Fully open-sourced end-to-end**, including (1) **AgentRL**, a fully asynchronous reinforcement learning framework for agent training, (2) **AgentDock**, a unified management and scheduling platform for tool sandboxes, (3) **AgentToLeaP**, a one-click evaluation platform for agent tool-learning capabilities. These components collectively support **community collaboration and custom extensibility**.
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We elaborate on the entire construction pipeline of AgentCPM-Explore on [GitHub](https://github.com/OpenBMB/AgentCPM).
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## Experimental Results
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<table>
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<thead>
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<tr>
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<th>Model</th>
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<th>GAIA (text-only)</th>
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<th>BrowseComp</th>
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<th>BrowseComp (ZH)</th>
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<th>HLE</th>
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<th>Frames</th>
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<th>WebWalker</th>
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<th>Seal-0</th>
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<th>Xbench-DeepSearch</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td colspan="9"><strong>Closed-Source Models</strong></td>
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</tr>
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<tr>
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<td>Claude-4.5-sonnet</td>
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<td>71.2%</td>
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<td>19.6%</td>
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<td>40.8%</td>
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<td>24.5%</td>
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<td>85.0%</td>
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<td>/</td>
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<td>53.4%</td>
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<td>66.0%</td>
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</tr>
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<tr>
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<td>Gemini Deep Research</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>26.9%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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</tr>
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<tr>
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<td>DeepSeek-V3.2</td>
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<td>63.5%</td>
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<td>67.6%</td>
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<td>65.0%</td>
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<td>40.8%</td>
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<td>80.2%</td>
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<td>/</td>
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<td>38.5%</td>
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<td>71.0%</td>
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</tr>
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<tr>
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<td>MiniMax-M2</td>
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<td>75.7%</td>
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<td>44.0%</td>
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<td>48.5%</td>
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<td>31.8%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>72.0%</td>
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</tr>
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<tr>
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<td>OpenAI-GPT-5-high</td>
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<td>76.4%</td>
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<td>54.9%</td>
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<td>65.0%</td>
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<td>35.2%</td>
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<td>/</td>
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<td>/</td>
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<td>51.4%</td>
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<td>77.8%</td>
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</tr>
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<tr>
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<td>GLM-4.6</td>
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<td>71.9%</td>
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<td>45.1%</td>
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<td>49.5%</td>
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<td>30.4%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>70.0%</td>
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</tr>
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<tr>
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<td>Kimi-Researcher</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>26.9%</td>
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<td>78.8%</td>
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<td>/</td>
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<td>36.0%</td>
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<td>69.0%</td>
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</tr>
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<tr>
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<td>Seed-1.8</td>
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<td>87.4%</td>
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<td>67.6%</td>
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<td>81.3%</td>
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<td>40.9%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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</tr>
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<tr>
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<td colspan="9"><strong>Open-Source Models</strong></td>
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</tr>
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<tr>
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<td>MiroThinker 8B</td>
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<td>66.4%</td>
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<td>31.1%</td>
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<td>40.2%</td>
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<td>21.5%</td>
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<td>80.6%</td>
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<td>60.6%</td>
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<td>40.4%</td>
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<td>60.6%</td>
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</tr>
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<tr>
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<td>Tongyi DeepResearch 30B</td>
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<td>70.9%</td>
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<td>43.4%</td>
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<td>46.7%</td>
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<td>32.9%</td>
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<td>90.6%</td>
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<td>72.2%</td>
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<td>/</td>
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<td>75.0%</td>
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</tr>
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<tr>
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<td>ASearcher QWQ 32B v2</td>
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<td>58.7%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>74.5%</td>
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<td>/</td>
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<td>/</td>
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<td>51.1%</td>
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</tr>
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<tr>
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<td>iterresearch-30B-A3B</td>
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<td>72.8%</td>
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<td>37.3%</td>
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<td>45.2%</td>
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<td>28.8%</td>
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<td>71.0%</td>
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<td>/</td>
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<td>39.6%</td>
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<td>/</td>
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</tr>
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<tr>
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<td>WebSailor-V2-30B-A3B (RL)</td>
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<td>74.1%</td>
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<td>35.3%</td>
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<td>44.1%</td>
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<td>30.6%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>73.7%</td>
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</tr>
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<tr>
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<td>WebLeaper-30B-A3B-RUC</td>
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<td>73.2%</td>
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<td>38.8%</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>/</td>
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<td>48.6%</td>
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<td>72.0%</td>
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</tr>
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<tr>
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<td>WebDancer (QWQ-32B)</td>
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<td>51.5%</td>
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<td>3.8%</td>
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<td>18.0%</td>
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<td>/</td>
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<td>/</td>
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<td>47.9%</td>
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<td>/</td>
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<td>38.3%</td>
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</tr>
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<tr>
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<td>⭐ <strong>AgentCPM-Explore 4B</strong></td>
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<td>63.9%</td>
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<td>25.0%</td>
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<td>29.0%</td>
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<td>19.1%</td>
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<td>82.7%</td>
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<td>68.1%</td>
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<td>40.0%</td>
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<td>70.0%</td>
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</tr>
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</tbody>
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</table>
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added_tokens.json
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added_tokens.json
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{
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"</think>": 151668,
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"</tool_call>": 151658,
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"</tool_response>": 151666,
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"<think>": 151667,
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"<tool_call>": 151657,
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"<tool_response>": 151665,
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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"<|file_sep|>": 151664,
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"<|fim_middle|>": 151660,
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"<|fim_pad|>": 151662,
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"<|fim_prefix|>": 151659,
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"<|fim_suffix|>": 151661,
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"<|im_end|>": 151645,
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"<|im_start|>": 151644,
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"<|image_pad|>": 151655,
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"<|object_ref_end|>": 151647,
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"<|object_ref_start|>": 151646,
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"<|quad_end|>": 151651,
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"<|quad_start|>": 151650,
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"<|repo_name|>": 151663,
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"<|video_pad|>": 151656,
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"<|vision_end|>": 151653,
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"<|vision_pad|>": 151654,
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"<|vision_start|>": 151652
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}
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chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if message.content is string %}
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{%- set content = message.content %}
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{%- else %}
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||||||
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{%- set content = '' %}
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{%- endif %}
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||||||
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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||||||
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{%- elif message.role == "assistant" %}
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{%- set reasoning_content = '' %}
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||||||
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{%- if message.reasoning_content is string %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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||||||
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{%- if '</think>' in content %}
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||||||
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{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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||||||
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{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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||||||
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{%- endif %}
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||||||
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{%- endif %}
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||||||
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{%- if loop.index0 > ns.last_query_index %}
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||||||
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{%- if loop.last or (not loop.last and reasoning_content) %}
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||||||
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
||||||
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{%- else %}
|
||||||
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{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- else %}
|
||||||
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{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- if message.tool_calls %}
|
||||||
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{%- for tool_call in message.tool_calls %}
|
||||||
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{%- if (loop.first and content) or (not loop.first) %}
|
||||||
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{{- '\n' }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- if tool_call.function %}
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||||||
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{%- set tool_call = tool_call.function %}
|
||||||
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{%- endif %}
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||||||
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{{- '<tool_call>\n{"name": "' }}
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||||||
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{{- tool_call.name }}
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||||||
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{{- '", "arguments": ' }}
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||||||
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{%- if tool_call.arguments is string %}
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||||||
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{{- tool_call.arguments }}
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||||||
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{%- else %}
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||||||
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{{- tool_call.arguments | tojson }}
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||||||
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{%- endif %}
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||||||
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{{- '}\n</tool_call>' }}
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||||||
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{%- endfor %}
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||||||
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{%- endif %}
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||||||
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{{- '<|im_end|>\n' }}
|
||||||
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{%- elif message.role == "tool" %}
|
||||||
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
||||||
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{{- '<|im_start|>user' }}
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||||||
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{%- endif %}
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||||||
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{{- '\n<tool_response>\n' }}
|
||||||
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{{- content }}
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||||||
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{{- '\n</tool_response>' }}
|
||||||
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
||||||
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{{- '<|im_end|>\n' }}
|
||||||
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{%- endif %}
|
||||||
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{%- endif %}
|
||||||
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{%- endfor %}
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||||||
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{%- if add_generation_prompt %}
|
||||||
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{{- '<|im_start|>assistant\n' }}
|
||||||
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{%- if enable_thinking is defined and enable_thinking is false %}
|
||||||
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{{- '<think>\n\n</think>\n\n' }}
|
||||||
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{%- endif %}
|
||||||
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{%- endif %}
|
||||||
68
config.json
Normal file
68
config.json
Normal file
@@ -0,0 +1,68 @@
|
|||||||
|
{
|
||||||
|
"architectures": [
|
||||||
|
"Qwen3ForCausalLM"
|
||||||
|
],
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|
||||||
|
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|
||||||
|
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|
||||||
31
special_tokens_map.json
Normal file
31
special_tokens_map.json
Normal file
@@ -0,0 +1,31 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:6836939fe223950e552ea3cb12adcea066fae805bd06a126393cede57194090d
|
||||||
|
size 11422755
|
||||||
239
tokenizer_config.json
Normal file
239
tokenizer_config.json
Normal file
@@ -0,0 +1,239 @@
|
|||||||
|
{
|
||||||
|
"add_bos_token": false,
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
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|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151666": {
|
||||||
|
"content": "</tool_response>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151667": {
|
||||||
|
"content": "<think>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151668": {
|
||||||
|
"content": "</think>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
],
|
||||||
|
"bos_token": null,
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "<|im_end|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"model_max_length": 262144,
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null
|
||||||
|
}
|
||||||
BIN
vocab.json
(Stored with Git LFS)
Normal file
BIN
vocab.json
(Stored with Git LFS)
Normal file
Binary file not shown.
Reference in New Issue
Block a user