diff --git a/neurips23.html b/neurips23.html
index 1ef329cc..0265b2f7 100644
--- a/neurips23.html
+++ b/neurips23.html
@@ -32,8 +32,7 @@
       <nav>
         <ul>
           <li><a href="#tracks">Tracks</a></li>
-          <li><a href="#winners">Winners</a></li>
-          <li><a href="#participate">Participate</a></li>
+          <li><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/README.md">Participate</a></li>
           <li><a href="#organizers">Organizers</a></li>
           <li><a href="neurips21.html">NeurIPS'21: Billion-Scale ANN Challenge</a></li>
         </ul>
@@ -73,7 +72,7 @@ <h1>
 
         <div class="table-container">
                   <p class="hero-text">
-          <b>New: the latest ongoing leaderboard has been released (Feb 1st, 2024). <br> Top entries:</b>
+          <b>New: the latest ongoing leaderboard has been released (March 1st, 2024). <br> Top entries:</b>
         </p>
 
  <table>
@@ -98,10 +97,10 @@ <h1>
             <td class="group-border">85,491</td>
             <td>1</td>
             <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/ood/pinecone-ood">Pinecone-ood</a></td>
-            <td class="group-border">31,643</td>
+            <td class="group-border">38,088</td>
             <td>1</td>
             <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/zilliz ">Zilliz</a></td>
-            <td>9,933</td>
+            <td>10,749</td>
         </tr>
         <tr>
             <td>2</td>
@@ -109,12 +108,12 @@ <h1>
             <td class="group-border">84,596</td>
             <td>2</td>
             <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/ood/zilliz ">Zilliz</a></td>
-            <td class="group-border">27,585</td>
+            <td class="group-border">33,241</td>
             <td>2</td>
-            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/pyanns">PyANNS</a></td>
-            <td>8,732</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/pinecone_smips">Pinecone_smips</a></td>
+            <td>10,440</td>
         </tr>
-           <tr>
+        <tr>
             <td>3</td>
             <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/filter/parlayivf">ParlayANN IVF<sup>2</sup></a></td>
             <td class="group-border">37,902</td>
@@ -122,14 +121,51 @@ <h1>
             <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/ood/mysteryann">RoarANN</a></td>
             <td class="group-border">22,555</td>
             <td>3</td>
-            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/pinecone_smips">Pinecone_smips</a></td>
-            <td>8,078</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/pyanns">PyANNS</a></td>
+            <td>8,732</td>
+        </tr>
+        <tr>
+            <td>4</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/filter/puck">Puck</a></td>
+            <td class="group-border">19,193</td>
+            <td>4</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/ood/pyanns">PyANNS</a></td>
+            <td class="group-border">22,296</td>
+            <td>4</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/shnsw">shnsw</a></td>
+            <td>7,137</td>
+        </tr>
+        <tr >
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;" class="group-border"> ...</td>
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;" class="group-border"> ...</td>
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;"> ...</td>
+            <td style="padding: 0;"> ...</td>
         </tr>
+        <tr>
+            <td>Baseline</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/filter/faiss">FAISS</a></td>
+            <td class="group-border">3,032</td>
+            <td>Baseline</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/ood/diskann">Diskann</a></td>
+            <td class="group-border">4,133</td>
+            <td>Baseline</td>
+            <td><a href="https://github.com/harsha-simhadri/big-ann-benchmarks/tree/main/neurips23/sparse/pyanns">Linscan</a></td>
+            <td>93</td>
+        </tr>
+
     </table>
         <p class="hero-text">
-          See here for the <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/ongoing_leaderboard/leaderboard.md">full ongoing leaderboard and rules</a>. Next update: March 1st, 2024.
-          <br>
           Note: entries by pinecone and zilliz are not open source.
+          <br>
+          <div class="buttons">
+          <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/ongoing_leaderboard/leaderboard.md"
+            class="button button-alpha">Full Leaderboard, Plots, and Rules</a>
+        </div>
         </p>
         </div>
 
@@ -148,19 +184,19 @@ <h1>
           by limiting the scale of the datasets to about 10 million points.
         </p>
 
-        <div class="buttons">
-          <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/README.md"
-            class="button button-white">Get Started</a>
-          <a href="https://neurips.cc/virtual/2023/competition/66587" class="button button-alpha">
-            NeurIPS'23 Session
-          </a>
-          <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/leaderboard.md" class="button button-white">
-            NeurIPS'23 Leaderboard
-          </a>
-          <a href="#winners" class="button button-alpha">
-            Track Winners and presentations
-          </a>
-        </div>
+<!--        <div class="buttons">-->
+<!--          <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/README.md"-->
+<!--            class="button button-white">Get Started</a>-->
+<!--          <a href="https://neurips.cc/virtual/2023/competition/66587" class="button button-alpha">-->
+<!--            NeurIPS'23 Session-->
+<!--          </a>-->
+<!--          <a href="https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/neurips23/leaderboard.md" class="button button-white">-->
+<!--            NeurIPS'23 Leaderboard-->
+<!--          </a>-->
+<!--          <a href="#winners" class="button button-alpha">-->
+<!--            Track Winners and presentations-->
+<!--          </a>-->
+<!--        </div>-->
       </div>
     </section>