Update metric descriptions in leaderboard

README.md

@@ -138,6 +138,14 @@ This python script will automatically match the `scores-<model_name>-<mode>_<spl
 We release full results on the validation set (i.e., generated responses, grading done by LLMs and the aggregated stats) for all models we tested in our [HuggingFace Repo](https://huggingface.co/datasets/princeton-nlp/CharXiv/tree/main/existing_evaluations). If you are interested in doing some fine-grained analysis on these results or calculate some customized metrics, feel free to use them.
 
 ## 🏆 Leaderboard
+| Reasoning              | Descriptive                   |
+|------------------------|-------------------------------|
+| TC = Text-in-Chart     | INEX = Information Extraction |
+| TG = Text-in-General   | ENUM = Enumeration            |
+| NC = Number-in-Chart   | PATT = Pattern Recognition    |
+| NG = Number-in-General | CNTG = Counting               |
+|                        | COMP = Compositionality       |
+
 
 <table><tbody><tr><th>Metadata</th><th></th><th></th><th>Reasoning</th><th></th><th></th><th></th><th></th><th>Descriptive</th><th></th><th></th><th></th><th></th><th></th></tr><tr><td>Model</td><td>Weight</td><td>Size [V/L] (B)</td><td>Overall</td><td>TC</td><td>TG</td><td>NC</td><td>NG</td><td>Overall</td><td>INEX</td><td>ENUM</td><td>PATT</td><td>CNTG</td><td>COMP</td></tr><tr><td>Human</td><td>N/A</td><td>Unknown</td><td>80.50</td><td>77.27</td><td>77.78</td><td>84.91</td><td>83.41</td><td>92.10</td><td>91.40</td><td>91.20</td><td>95.63</td><td>93.38</td><td>92.86</td></tr><tr><td>Claude 3.5 Sonnet</td><td>Proprietary</td><td>Unknown</td><td>60.20</td><td>61.14</td><td>78.79</td><td>63.79</td><td>46.72</td><td>84.30</td><td>82.62</td><td>88.86</td><td>90.61</td><td>90.08</td><td>48.66</td></tr><tr><td>GPT-4o</td><td>Proprietary</td><td>Unknown</td><td>47.10</td><td>50.00</td><td>61.62</td><td>47.84</td><td>34.50</td><td>84.45</td><td>82.44</td><td>89.18</td><td>90.17</td><td>85.50</td><td>59.82</td></tr><tr><td>Gemini 1.5 Pro</td><td>Proprietary</td><td>Unknown</td><td>43.30</td><td>45.68</td><td>56.57</td><td>45.69</td><td>30.57</td><td>71.97</td><td>81.79</td><td>64.73</td><td>79.48</td><td>76.34</td><td>15.18</td></tr><tr><td>InternVL Chat V2.0 Pro</td><td>Proprietary</td><td>Unknown</td><td>39.80</td><td>40.00</td><td>60.61</td><td>44.40</td><td>25.76</td><td>76.83</td><td>77.11</td><td>84.67</td><td>77.07</td><td>78.88</td><td>27.23</td></tr><tr><td>InternVL Chat V2.0 76B</td><td>Open</td><td>5.9 / 70</td><td>38.90</td><td>40.00</td><td>59.60</td><td>42.67</td><td>24.02</td><td>75.17</td><td>77.11</td><td>78.69</td><td>76.20</td><td>79.13</td><td>32.14</td></tr><tr><td>GPT-4V</td><td>Proprietary</td><td>Unknown</td><td>37.10</td><td>38.18</td><td>57.58</td><td>37.93</td><td>25.33</td><td>79.92</td><td>78.29</td><td>85.79</td><td>88.21</td><td>80.92</td><td>41.07</td></tr><tr><td>GPT-4o Mini</td><td>Proprietary</td><td>Unknown</td><td>34.10</td><td>35.23</td><td>47.47</td><td>32.33</td><td>27.95</td><td>74.92</td><td>74.91</td><td>82.81</td><td>69.21</td><td>79.13</td><td>35.71</td></tr><tr><td>Gemini 1.5 Flash</td><td>Proprietary</td><td>Unknown</td><td>33.90</td><td>36.36</td><td>54.55</td><td>30.60</td><td>23.58</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>InternVL Chat V2.0 26B</td><td>Open</td><td>5.9 / 20</td><td>33.40</td><td>33.18</td><td>51.52</td><td>41.81</td><td>17.47</td><td>62.40</td><td>71.35</td><td>61.02</td><td>55.90</td><td>67.94</td><td>6.25</td></tr><tr><td>Claude 3 Sonnet</td><td>Proprietary</td><td>Unknown</td><td>32.20</td><td>31.59</td><td>50.51</td><td>31.47</td><td>26.20</td><td>73.65</td><td>75.74</td><td>81.92</td><td>76.64</td><td>72.26</td><td>8.48</td></tr><tr><td>Claude 3 Haiku</td><td>Proprietary</td><td>Unknown</td><td>31.80</td><td>29.77</td><td>45.45</td><td>34.48</td><td>27.07</td><td>65.08</td><td>69.87</td><td>69.98</td><td>64.85</td><td>61.83</td><td>8.04</td></tr><tr><td>Phi-3 Vision</td><td>Open</td><td>0.3 / 4</td><td>31.60</td><td>31.36</td><td>46.46</td><td>35.78</td><td>21.40</td><td>60.48</td><td>67.62</td><td>61.18</td><td>54.59</td><td>65.39</td><td>6.25</td></tr><tr><td>Claude 3 Opus</td><td>Proprietary</td><td>Unknown</td><td>30.20</td><td>26.36</td><td>50.51</td><td>33.62</td><td>25.33</td><td>71.55</td><td>75.62</td><td>73.69</td><td>73.58</td><td>70.48</td><td>26.79</td></tr><tr><td>InternVL Chat V1.5</td><td>Open</td><td>5.9 / 20</td><td>29.20</td><td>30.00</td><td>45.45</td><td>32.33</td><td>17.47</td><td>58.50</td><td>69.63</td><td>52.95</td><td>53.06</td><td>64.63</td><td>5.80</td></tr><tr><td>Reka Core</td><td>Proprietary</td><td>Unknown</td><td>28.90</td><td>27.50</td><td>41.41</td><td>28.45</td><td>26.64</td><td>55.60</td><td>58.90</td><td>50.52</td><td>65.72</td><td>71.25</td><td>10.71</td></tr><tr><td>Ovis 1.5 Gemma2 9B</td><td>Open</td><td>0.4 / 9</td><td>28.40</td><td>26.14</td><td>44.44</td><td>33.19</td><td>20.96</td><td>62.60</td><td>64.29</td><td>71.75</td><td>56.33</td><td>66.16</td><td>5.80</td></tr><tr><td>Ovis 1.5 Llama3 8B</td><td>Open</td><td>0.4 / 8</td><td>28.20</td><td>27.27</td><td>49.49</td><td>31.03</td><td>17.90</td><td>60.15</td><td>61.39</td><td>68.93</td><td>56.33</td><td>61.83</td><td>7.14</td></tr><tr><td>Cambrian 34B</td><td>Open</td><td>1.9 / 34</td><td>27.30</td><td>24.55</td><td>44.44</td><td>27.59</td><td>24.89</td><td>59.73</td><td>59.31</td><td>70.94</td><td>53.28</td><td>64.63</td><td>5.36</td></tr><tr><td>Reka Flash</td><td>Proprietary</td><td>Unknown</td><td>26.60</td><td>26.59</td><td>39.39</td><td>30.60</td><td>17.03</td><td>56.45</td><td>61.39</td><td>48.59</td><td>69.87</td><td>72.52</td><td>7.14</td></tr><tr><td>Mini Gemini HD Yi 34B</td><td>Open</td><td>0.5 / 34</td><td>25.00</td><td>26.59</td><td>43.43</td><td>27.16</td><td>11.79</td><td>52.68</td><td>53.86</td><td>55.04</td><td>65.50</td><td>53.94</td><td>2.23</td></tr><tr><td>InternLM XComposer2 4KHD</td><td>Open</td><td>0.3 / 7</td><td>25.00</td><td>23.86</td><td>43.43</td><td>29.31</td><td>14.85</td><td>54.65</td><td>61.09</td><td>54.08</td><td>51.53</td><td>59.80</td><td>6.70</td></tr><tr><td>MiniCPM-V2.5</td><td>Open</td><td>0.4 / 8</td><td>24.90</td><td>25.23</td><td>43.43</td><td>25.43</td><td>15.72</td><td>59.27</td><td>62.28</td><td>61.90</td><td>56.77</td><td>68.96</td><td>10.27</td></tr><tr><td>Qwen VL Max</td><td>Proprietary</td><td>Unknown</td><td>24.70</td><td>26.14</td><td>41.41</td><td>24.57</td><td>14.85</td><td>41.48</td><td>50.42</td><td>28.41</td><td>53.71</td><td>51.15</td><td>4.46</td></tr><tr><td>VILA 1.5 40B</td><td>Open</td><td>5.9 / 34</td><td>24.00</td><td>21.59</td><td>41.41</td><td>25.00</td><td>20.09</td><td>38.67</td><td>42.88</td><td>29.62</td><td>51.31</td><td>50.89</td><td>9.82</td></tr><tr><td>Reka Edge</td><td>Proprietary</td><td>Unknown</td><td>23.50</td><td>20.23</td><td>32.32</td><td>30.60</td><td>18.78</td><td>33.65</td><td>36.65</td><td>28.49</td><td>34.72</td><td>52.16</td><td>4.91</td></tr><tr><td>Gemini 1.0 Pro</td><td>Proprietary</td><td>Unknown</td><td>22.80</td><td>20.91</td><td>48.48</td><td>18.10</td><td>20.09</td><td>54.37</td><td>67.97</td><td>39.23</td><td>60.48</td><td>62.60</td><td>8.93</td></tr><tr><td>LLaVA 1.6 Yi 34B</td><td>Open</td><td>0.3 / 34</td><td>22.50</td><td>20.45</td><td>37.37</td><td>23.71</td><td>18.78</td><td>51.05</td><td>46.38</td><td>63.44</td><td>56.11</td><td>51.91</td><td>5.80</td></tr><tr><td>Mini Gemini HD Llama3 8B</td><td>Open</td><td>0.5 / 8</td><td>19.00</td><td>19.77</td><td>36.36</td><td>21.12</td><td>7.86</td><td>44.42</td><td>49.41</td><td>39.23</td><td>51.09</td><td>55.98</td><td>1.79</td></tr><tr><td>InternLM XComposer2</td><td>Open</td><td>0.3 / 7</td><td>18.70</td><td>16.14</td><td>38.38</td><td>21.98</td><td>11.79</td><td>38.75</td><td>34.10</td><td>43.58</td><td>46.72</td><td>52.93</td><td>5.80</td></tr><tr><td>MiniCPM-V2</td><td>Open</td><td>0.4 / 2.4</td><td>18.50</td><td>17.95</td><td>33.33</td><td>19.40</td><td>12.23</td><td>35.77</td><td>39.74</td><td>36.56</td><td>26.42</td><td>44.53</td><td>5.36</td></tr><tr><td>IDEFICS 2</td><td>Open</td><td>0.4 / 7</td><td>18.20</td><td>15.45</td><td>35.35</td><td>17.24</td><td>17.03</td><td>32.77</td><td>36.12</td><td>27.28</td><td>40.83</td><td>43.26</td><td>3.12</td></tr><tr><td>IDEFICS 2 Chatty</td><td>Open</td><td>0.4 / 7</td><td>17.80</td><td>15.45</td><td>34.34</td><td>19.83</td><td>13.10</td><td>41.55</td><td>34.88</td><td>54.56</td><td>45.63</td><td>44.27</td><td>6.70</td></tr><tr><td>MoAI</td><td>Open</td><td>0.3 / 7</td><td>17.50</td><td>9.32</td><td>36.36</td><td>21.12</td><td>21.40</td><td>28.70</td><td>31.20</td><td>21.23</td><td>39.96</td><td>40.46</td><td>7.59</td></tr><tr><td>DeepSeek VL</td><td>Open</td><td>0.5 / 7</td><td>17.10</td><td>16.36</td><td>32.32</td><td>19.83</td><td>9.17</td><td>45.80</td><td>49.11</td><td>45.20</td><td>42.79</td><td>60.31</td><td>4.91</td></tr><tr><td>SPHINX V2</td><td>Open</td><td>1.9 / 13</td><td>16.10</td><td>13.86</td><td>28.28</td><td>17.67</td><td>13.54</td><td>30.25</td><td>35.59</td><td>24.37</td><td>41.05</td><td>29.52</td><td>1.79</td></tr><tr><td>Qwen VL Plus</td><td>Proprietary</td><td>Unknown</td><td>16.00</td><td>15.45</td><td>45.45</td><td>12.07</td><td>8.30</td><td>28.93</td><td>33.33</td><td>17.92</td><td>32.10</td><td>56.23</td><td>2.23</td></tr><tr><td>LLaVA 1.6 Mistral 7B</td><td>Open</td><td>0.3 / 7</td><td>13.90</td><td>11.36</td><td>32.32</td><td>16.81</td><td>7.86</td><td>35.40</td><td>34.70</td><td>33.98</td><td>48.91</td><td>42.49</td><td>8.48</td></tr><tr><td>ChartGemma</td><td>Open</td><td>0.4 / 2</td><td>12.50</td><td>11.59</td><td>24.24</td><td>16.81</td><td>4.80</td><td>21.30</td><td>27.58</td><td>18.97</td><td>14.19</td><td>19.59</td><td>4.46</td></tr><tr><td>Random (GPT-4o)</td><td>N/A</td><td>Unknown</td><td>10.80</td><td>4.32</td><td>39.39</td><td>5.60</td><td>16.16</td><td>19.85</td><td>21.65</td><td>16.71</td><td>23.80</td><td>25.70</td><td>5.36</td></tr></tbody></table>