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- assets/MiniCPM-Llama3-V-2.5-benchmark.png +3 -0
README.md
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### Evaluation <!-- omit in toc -->
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<div align="center">
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<img src=assets/MiniCPM-Llama3-V-2.5-peformance.png width=
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</div>
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<details>
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<summary>Click to view results on TextVQA, DocVQA, OCRBench, OpenCompass, MME, MMBench, MMMU, MathVista, LLaVA Bench, RealWorld QA, Object HalBench. </summary>
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<div align="center">
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<table style="margin: 0px auto;">
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<caption>Results on OCR-specific and General Multimodal Benchmarks</caption>
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<thead>
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<tr>
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<th align="left">Model</th>
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<th>Size</th>
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<th>OCRBench</th>
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<th>TextVQA val</th>
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<th>DocVQA test</th>
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<th>Open-Compass</th>
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<th>MME</th>
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<th>MMB dev (en)</th>
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<th>MMB dev (zh)</th>
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<th>MMMU val</th>
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<th>Math-Vista</th>
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<th>LLaVA Bench</th>
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<th>RealWorld QA</th>
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<th>Object HalBench</th>
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</tr>
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</thead>
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<tbody align="center">
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<tr>
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<td colspan="14" align="left"><strong>Proprietary</strong></td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Gemini Pro</td>
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<td>-</td>
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<td>680</td>
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<td>74.6</td>
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<td>88.1</td>
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<td>63.8</td>
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<td>2148.9</td>
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<td>75.2</td>
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<td>74.0</td>
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<td>48.9</td>
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<td>45.8</td>
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<td>79.9</td>
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<td>60.4</td>
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<td>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">GPT-4V (2023.11.06)</td>
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<td>-</td>
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<td>645</td>
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<td>78.0</td>
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<td>88.4</td>
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<td>63.2</td>
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<td>1771.5</td>
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<td>75.1</td>
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<td>75.0</td>
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<td>53.8</td>
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<td>47.8</td>
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<td>93.1</td>
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<td>63.0</td>
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<td>86.4</td>
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</tr>
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<tr>
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<td colspan="14" align="left"><strong>Open-source</strong></td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">DeepSeek-VL-1.3B</td>
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<td>1.7B</td>
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<td>413</td>
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<td>58.4*</td>
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<td>37.9*</td>
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<td>46.0</td>
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<td>1531.6</td>
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<td>64.0</td>
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<td>61.2</td>
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<td>33.8</td>
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<td>29.4</td>
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<td>51.1</td>
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<td>49.7</td>
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<td>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Mini-Gemini</td>
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<td>2.2B</td>
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<td>-</td>
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<td>56.2</td>
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<td>34.2*</td>
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<td>-</td>
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<td>1653.0</td>
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<td>59.8</td>
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<td>-</td>
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<td>31.7</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Yi-VL-6B</td>
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<td>6.7B</td>
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<td>290</td>
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<td>45.5*</td>
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<td>17.1*</td>
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<td>49.3</td>
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<td>1915.1</td>
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<td>68.6</td>
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<td>68.3</td>
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<td>40.3</td>
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<td>28.8</td>
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<td>51.9</td>
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<td>53.5</td>
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<td>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Qwen-VL-Chat</td>
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<td>9.6B</td>
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<td>488</td>
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<td>61.5</td>
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<td>62.6</td>
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<td>52.1</td>
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<td>1860.0</td>
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<td>60.6</td>
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<td>56.7</td>
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<td>37.0</td>
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<td>33.8</td>
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<td>67.7</td>
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<td>49.3</td>
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<td>56.2 / 80.0</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">DeepSeek-VL-7B</td>
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<td>7.3B</td>
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<td>435</td>
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<td>64.7*</td>
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<td>47.0*</td>
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<td>55.6</td>
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<td>1765.4</td>
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<td>74.1</td>
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<td>72.8</td>
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<td>38.3</td>
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<td>36.8</td>
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<td>77.8</td>
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<td>54.2</td>
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<td><strong>91.5 / 95.3</strong></td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Yi-VL-34B</td>
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<td>34B</td>
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<td>290</td>
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<td>43.4*</td>
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<td>16.9*</td>
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<td>52.6</td>
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<td>2050.2</td>
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<td>71.1</td>
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<td>71.4</td>
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<td>45.1</td>
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<td>30.7</td>
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<td>62.3</td>
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<td>54.8</td>
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<td>79.3 / 86.0</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">CogVLM-Chat</td>
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<td>17.4B</td>
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<td>590</td>
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<td>70.4</td>
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<td>33.3*</td>
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<td>52.5</td>
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<td>1736.6</td>
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<td>63.7</td>
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<td>53.8</td>
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<td>37.3</td>
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<td>34.7</td>
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<td>73.9</td>
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<td>60.3</td>
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<td>73.6 / 87.4</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">TextMonkey</td>
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<td>9.7B</td>
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<td>558</td>
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<td>64.3</td>
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<td>66.7</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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<td>-</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>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">IDEFICS2-8B</td>
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<td>8.0B</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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<td>57.2</td>
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<td>1847.6</td>
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<td>75.7</td>
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<td>68.6</td>
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<td>45.2</td>
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<td>52.2</td>
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<td>49.1</td>
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<td>60.7</td>
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<td>-</td>
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</tr>
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<tr>
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<td nowrap="nowrap" align="left">Bunny-LLama-3-8B</td>
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<td>8.4B</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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<td>54.3</td>
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<td>1920.3</td>
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<td>77.0</td>
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<td><strong>73.9</strong></td>
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<td>41.3</td>
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<td>31.5</td>
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<td>61.2</td>
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<td>58.8</td>
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<td>-</td>
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</tr>
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<td nowrap="nowrap" align="left">XTuner-Llama-3-8B-v1.1</td>
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<td>8.4B</td>
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<td>-</td>
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<td>-</td>
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<td>-</td>
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<td>53.3</td>
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<td>1818.0</td>
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<td>71.7</td>
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<td>63.2</td>
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<td>39.2</td>
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<td>40.0</td>
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<td>69.2</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 nowrap="nowrap" align="left">LLaVA-NeXT Llama-3-8B</td>
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<td>8.4B</td>
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<td>-</td>
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<td>-</td>
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<td>78.2</td>
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<td>-</td>
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<td>1971.5</td>
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<td>72.1</td>
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<td>-</td>
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<td>41.7</td>
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<td>37.5</td>
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<td>80.1</td>
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<td>60.0</td>
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<td>-</td>
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</tr>
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<tr style="background-color: #e6f2ff;">
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<td nowrap="nowrap" align="left">MiniCPM-V 1.0</td>
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<td>2.8B</td>
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<td>366</td>
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<td>60.6</td>
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<td>38.2</td>
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<td>47.6</td>
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<td>1650.2</td>
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<td>67.9</td>
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<td>65.3</td>
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<td>38.3</td>
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<td>28.9</td>
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<td>51.3</td>
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<td>51.2</td>
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<td>78.4 / 88.5</td>
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</tr>
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<tr style="background-color: #e6f2ff;">
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<td nowrap="nowrap" align="left">MiniCPM-V 2.0</td>
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<td>2.8B</td>
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<td>605</td>
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<td>74.1</td>
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<td>71.9</td>
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<td>55.0</td>
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<td>1808.6</td>
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<td>69.6</td>
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<td>68.1</td>
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<td>38.2</td>
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<td>38.7</td>
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<td>69.2</td>
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<td>55.8</td>
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<td>85.5 / 92.2</td>
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</tr>
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<tr style="background-color: #e6f2ff;">
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<td nowrap="nowrap" align="left">MiniCPM-Llama3-V 2.5</td>
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<td>8.5B</td>
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<td><strong>725</strong></td>
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<td><strong>76.6</strong></td>
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<td><strong>84.8</strong></td>
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<td><strong>65.0</strong></td>
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<td><strong>2024.6</strong></td>
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<td><strong>76.7</strong></td>
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<td><strong>73.4</strong></td>
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<td><strong>45.8</strong></td>
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<td><strong>54.3</strong></td>
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<td><strong>86.7</strong></td>
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<td><strong>63.5</strong></td>
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<td>89.7 / 95.0</td>
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</tr>
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</tbody>
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</table>
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</div>
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* We evaluate the officially released checkpoint by ourselves.
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</details>
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### Examples <!-- omit in toc -->
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@@ -463,4 +157,4 @@ If you find our work helpful, please consider citing the following papers
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journal={arXiv preprint arXiv:2403.11703},
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year={2024}
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}
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```
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### Evaluation <!-- omit in toc -->
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<div align="center">
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<img src=assets/MiniCPM-Llama3-V-2.5-peformance.png width=80% />
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</div>
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| 38 |
|
| 39 |
+
Results on TextVQA, DocVQA, OCRBench, OpenCompass, MME, MMBench, MMMU, MathVista, LLaVA Bench, RealWorld QA, Object HalBench.
|
| 40 |
+
<div align="center">
|
| 41 |
+
<img src=assets/MiniCPM-Llama3-V-2.5-benchmark.png width=140% />
|
| 42 |
</div>
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|
| 43 |
|
| 44 |
### Examples <!-- omit in toc -->
|
| 45 |
|
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|
| 157 |
journal={arXiv preprint arXiv:2403.11703},
|
| 158 |
year={2024}
|
| 159 |
}
|
| 160 |
+
```
|
assets/MiniCPM-Llama3-V-2.5-benchmark.png
ADDED
|
Git LFS Details
|