Update README.md

README.md

@@ -343,19 +343,15 @@ The table below replicates and extends the format found in ["Granite-Function Ca
 </style>
 <table class="tg"><thead>
   <tr>
-    <th class="tg-c1qe" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Model</span></th>
-    <th class="tg-c1qe" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Size</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span></th>
-    <th class="tg-c1qe" colspan="2" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Tool-Alpaca</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Nexus</span></th>
-    <th class="tg-c1qe" colspan="2" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Average</span></th>
-  </tr>
-  <tr>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-1</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-2</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Raven</span></th>
-  </tr></thead>
+    <th class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Model</span></th>
+    <th class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Size</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-1</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-2</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Tool-Alpaca</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Nexus</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Raven</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Average</span></th>
+  </tr>
+</thead>
 <tbody>
   <tr>
     <td class="tg-zor8"></td>
@@ -541,189 +537,41 @@ The table below replicates and extends the format found in ["Granite-Function Ca
 </style>
 <table class="tg"><thead>
   <tr>
-    <th class="tg-c1qe" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Model</span></th>
-    <th class="tg-c1qe" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Size</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">API-Bank</span></th>
-    <th class="tg-c1qe" colspan="2" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Tool-Alpaca</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Nexus</span></th>
-    <th class="tg-c1qe" colspan="2" rowspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Average</span></th>
-  </tr>
-  <tr>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-1</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">L-2</span></th>
-    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Raven</span></th>
+    <th class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Model</span></th>
+    <th class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Size</span></th>
+    <th class="tg-c1qe" colspan="2"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">SealTool(Single-Tool)</span></th>
   </tr></thead>
 <tbody>
   <tr>
-    <td class="tg-zor8"></td>
-    <td class="tg-zor8"></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Name</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Args</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Name</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Args</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Name</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Args</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Name</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Args</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Name</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Args</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Functionary-small-v2.4</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">78.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">70.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">54.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">45.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">88.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">47.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">82.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">64.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">75.50%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">56.50%</span></td>
+    <td class="tg-c1qe"></td>
+    <td class="tg-c1qe"></td>
+    <td class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Func</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Name</span></td>
+    <td class="tg-c1qe"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">F1</span> <span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#B9C9FE">Args</span></td>
   </tr>
   <tr>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Gorilla-openfunctions-v2</span></td>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">43.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">41.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">12.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">12.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">69.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">39.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">81.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">65.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">51.20%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">39.30%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Hermes-2-Pro-Mistral</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">93.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">77.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">54.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">25.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">80.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">26.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">90.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">63.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">79.30%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">47.80%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Mistral-Instruct-v0.3</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">79.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">69.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">69.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">46.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">33.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">33.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">71.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">54.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">63.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">50.50%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">CodeGemma-Instruct</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">77.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">57.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">59.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">38.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">59.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">31.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">84.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">68.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">69.80%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">48.50%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Nexusflow-Raven-v2</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">13B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">51.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">42.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">28.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">22.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">85.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">37.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">92.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">75.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">64.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">44.00%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">C4AI-Command-R-v01</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">35B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">93.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">76.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">77.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">54.00%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">90.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">42.00%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">93.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">71.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">88.30%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">60.80%</span></td>
-  </tr>
-  <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Meta-Llama-3-70B-Instruct</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">70B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">85.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">67.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">69.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">52.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">78.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">43.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">70.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">52.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">75.50%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">53.50%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">93.20%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">91.10%</span></td>
   </tr>
   <tr>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">GRANITE-20B-FUNCTIONCALLING</span></td>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">20B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">91.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">71.00%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">83.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">60.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">89.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">44.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">92.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">72.00%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">88.80%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">61.80%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">94.90%</span></td>
+    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">92.70%</span></td>
   </tr>
   <tr>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">xlam-7b-fc-r</span></td>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">90.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">80.70%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">68.90%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">60.70%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">67.30%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">59.00%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">54.10%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">57.50%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">70.10%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">64.50%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">79.00%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">76.90%</span></td>
   </tr>
   <tr>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">Hammer-7b</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">hammer-7b</span></td>
     <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">7B</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">93.80%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">85.90%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">79.20%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">64.40%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">82.30%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">59.90%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">92.50%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">77.40%</span></td>
-    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">86.90%</span></td>
-    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">71.90%</span></td>
+    <td class="tg-roal"><span style="font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">97.40%</span></td>
+    <td class="tg-zor8"><span style="font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:#E8EDFF">91.70%</span></td>
   </tr>
-
 </tbody></table>
 
 ## Upcoming Developments
@@ -740,7 +588,7 @@ import torch
 from transformers import AutoModelForCausalLM, AutoTokenizer
 
 
-model_name = "/home/notebook/data/group/ComplexTaskDecision/Hammer/ckpt/select_caller/xlam_7B/xlam_mask3_0.33_hammer_qwen7b_batch32/merge_step4220_bf16"
+model_name = "MadeAgents/Hammer-7b"
 model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto", torch_dtype="auto", trust_remote_code=True)
 tokenizer = AutoTokenizer.from_pretrained(model_name) 
 
@@ -812,7 +660,7 @@ get_stock_price={
         }
     }
 
-# Helper function to convert openai format tools to our more concise xLAM format
+
 def convert_to_format_tool(tools):
     ''''''
     if isinstance(tools, dict):