Update README.md

README.md

@@ -29,25 +29,9 @@ The evaluation result of Hammer2.0 series on the Berkeley Function-Calling Leade
 
 
 In addition, we evaluated Hammer2.0 on other academic benchmarks to further show our model's generalization ability:
-
-|            Model            | Size | Func-Name+Args Det. (F1 Func-Name \| F1 Args) |       |              |       |             |       |                       |       |             |       | F1 Average |       |
-|:---------------------------:|:----:|:---------------------------------------------:|:-----:|:------------:|:-----:|:-----------:|:-----:|:---------------------:|:-----:|:-----------:|:-----:|:----------:|:-----:|
-|                             |      |                  API-Bank L-1                 |       | API-Bank L-2 |       | Tool-Alpaca |       | SealTool(Single-Tool) |       | Nexus Raven |       |  Func Name |  Args |
-| GPT-4o-mini (Prompt)        |  --  |                     95.1%                     | 89.3% |     84.3%    | 67.5% |    64.3%    | 54.7% |         87.9%         | 86.0% |    91.7%    | 84.6% |    84.7%   | 76.4% |
-| qwen2-7b-instruct           |  7B  |                     81.5%                     | 60.6% |     95.7%    | 49.5% |    71.6%    | 48.1% |         93.9%         | 77.5% |    87.1%    | 63.5% |    85.9%   | 59.8% |
-| qwen1.5-4b-Chat             |  4B  |                     55.3%                     | 59.8% |     46.7%    | 38.5% |    35.4%    | 17.0% |         48.4%         | 62.3% |    29.0%    | 33.7% |    43.0%   | 42.2% |
-| qwen2-1.5b-instruct         | 1.5B |                     74.6%                     | 63.6% |     57.7%    | 33.6% |    65.8%    | 45.2% |         82.1%         | 75.5% |    70.6%    | 45.5% |    70.2%   | 52.7% |
-| Gorilla-openfunctions-v2    |  7B  |                     69.2%                     | 70.3% |     48.8%    | 54.7% |    72.9%    | 51.3% |         93.2%         | 91.1% |    72.8%    | 68.4% |    71.4%   | 67.2% |
-| GRANITE-20B-FUNCTIONCALLING |  20B |                     90.4%                     | 77.8% |     78.9%    | 59.2% |    77.3%    | 58.0% |         94.9%         | 92.7% |    94.5%    | 75.1% |    87.2%   | 72.6% |
-| xlam-7b-fc-r                |  7B  |                     90.0%                     | 80.7% |     72.5%    | 64.2% |    67.3%    | 59.0% |         79.0%         | 76.9% |    54.1%    | 57.5% |    72.6%   | 67.7% |
-| xlam-1b-fc-r                | 1.3B |                     94.9%                     | 83.7% |     91.8%    | 64.3% |    64.9%    | 50.6% |         90.7%         | 80.4% |    64.4%    | 54.8% |    81.3%   | 66.8% |
-| Hammer-7b                   |  7B  |                     93.5%                     | 85.8% |     82.9%    | 66.4% |    82.3%    | 59.9% |         97.4%         | 91.7% |    92.5%    | 77.4% |    89.7%   | 76.2% |
-| Hammer-4b                   |  4B  |                     91.6%                     | 81.5% |     77.6%    | 61.0% |    85.1%    | 57.0% |         96.4%         | 92.4% |    81.7%    | 64.9% |    86.5%   | 71.4% |
-| Hammer-1.5b                 | 1.5B |                     82.1%                     | 72.3% |     79.8%    | 59.7% |    80.9%    | 53.5% |         95.6%         | 88.6% |    79.9%    | 56.9% |    83.7%   | 66.2% |
-| Hammer2.0-0.5B              | 0.5B |                     81.2%                     | 67.8% |     62.9%    | 52.0% |    79.1%    | 50.9% |         94.9%         | 83.8% |    74.7%    | 49.0% |    78.5%   | 60.7% |
-| Hammer2.0-1.5B              | 1.5B |                     90.2%                     | 80.4% |     82.9%    | 63.8% |    86.2%    | 59.5% |         97.5%         | 92.5% |    86.4%    | 65.5% |    88.6%   | 72.4% |
-| Hammer2.0-3B                |  3B  |                     93.6%                     | 84.3% |     83.7%    | 59.0% |    83.1%    | 58.8% |         95.3%         | 91.2% |    92.5%    | 70.5% |    89.6%   | 72.8% |
-| Hammer2.0-7B                |  7B  |                     91.0%                     | 82.1% |     82.5%    | 65.1% |    85.2%    | 59.6% |         96.8%         | 92.7% |    93.0%    | 80.5% |    89.7%   | 76.0% |
+<div style="text-align: center;">
+    <img src="v2_figures/others.PNG" alt="overview" width="1000" style="margin: auto;">
+</div>
 
 On comparison, Hammer 2.0 outperform models with similar sizes and even surpass many larger models overall.