From 8549d8d1d4e65c8a6fe8b22a70b1df59cd9bed38 Mon Sep 17 00:00:00 2001
From: George Williams <george.williams@gmail.com>
Date: Thu, 29 Aug 2024 19:11:08 -0700
Subject: [PATCH] fix language

---
 neurips23/latitude-m4-metal-medium.md         | 280 +++++++++---------
 .../latitude/_latitude-m4-metal-medium.md     |   2 +-
 2 files changed, 141 insertions(+), 141 deletions(-)

diff --git a/neurips23/latitude-m4-metal-medium.md b/neurips23/latitude-m4-metal-medium.md
index 2750be60..fbcface9 100644
--- a/neurips23/latitude-m4-metal-medium.md
+++ b/neurips23/latitude-m4-metal-medium.md
@@ -1,179 +1,179 @@
 
 # Eval On AMD 3GHz/16-Core + 125GB RAM + NVMe SSD (Bare Metal)
 
-<table id="T_42876">
+<table id="T_54cda">
   <thead>
     <tr>
-      <th id="T_42876_level0_col0" class="col_heading level0 col0" colspan="3">filter</th>
-      <th id="T_42876_level0_col3" class="col_heading level0 col3" colspan="3">sparse</th>
-      <th id="T_42876_level0_col6" class="col_heading level0 col6" colspan="3">ood</th>
+      <th id="T_54cda_level0_col0" class="col_heading level0 col0" colspan="3">filter</th>
+      <th id="T_54cda_level0_col3" class="col_heading level0 col3" colspan="3">sparse</th>
+      <th id="T_54cda_level0_col6" class="col_heading level0 col6" colspan="3">ood</th>
     </tr>
     <tr>
-      <th id="T_42876_level1_col0" class="col_heading level1 col0" >rank</th>
-      <th id="T_42876_level1_col1" class="col_heading level1 col1" >algorithm</th>
-      <th id="T_42876_level1_col2" class="col_heading level1 col2" >qps</th>
-      <th id="T_42876_level1_col3" class="col_heading level1 col3" >rank</th>
-      <th id="T_42876_level1_col4" class="col_heading level1 col4" >algorithm</th>
-      <th id="T_42876_level1_col5" class="col_heading level1 col5" >qps</th>
-      <th id="T_42876_level1_col6" class="col_heading level1 col6" >rank</th>
-      <th id="T_42876_level1_col7" class="col_heading level1 col7" >algorithm</th>
-      <th id="T_42876_level1_col8" class="col_heading level1 col8" >qps</th>
+      <th id="T_54cda_level1_col0" class="col_heading level1 col0" >rank</th>
+      <th id="T_54cda_level1_col1" class="col_heading level1 col1" >algorithm</th>
+      <th id="T_54cda_level1_col2" class="col_heading level1 col2" >qps</th>
+      <th id="T_54cda_level1_col3" class="col_heading level1 col3" >rank</th>
+      <th id="T_54cda_level1_col4" class="col_heading level1 col4" >algorithm</th>
+      <th id="T_54cda_level1_col5" class="col_heading level1 col5" >qps</th>
+      <th id="T_54cda_level1_col6" class="col_heading level1 col6" >rank</th>
+      <th id="T_54cda_level1_col7" class="col_heading level1 col7" >algorithm</th>
+      <th id="T_54cda_level1_col8" class="col_heading level1 col8" >qps</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <td id="T_42876_row0_col0" class="data row0 col0" >1</td>
-      <td id="T_42876_row0_col1" class="data row0 col1" ><a href="latitude/commands/filter__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
-      <td id="T_42876_row0_col2" class="data row0 col2" >               213.3K</td>
-      <td id="T_42876_row0_col3" class="data row0 col3" >1</td>
-      <td id="T_42876_row0_col4" class="data row0 col4" ><a href="latitude/commands/sparse__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
-      <td id="T_42876_row0_col5" class="data row0 col5" >                34.8K</td>
-      <td id="T_42876_row0_col6" class="data row0 col6" >1</td>
-      <td id="T_42876_row0_col7" class="data row0 col7" ><a href="latitude/commands/ood__pinecone-ood.sh"><div style="height:100%;width:100%">pinecone-ood</div></a></td>
-      <td id="T_42876_row0_col8" class="data row0 col8" >                76.9K</td>
+      <td id="T_54cda_row0_col0" class="data row0 col0" >1</td>
+      <td id="T_54cda_row0_col1" class="data row0 col1" ><a href="latitude/commands/filter__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
+      <td id="T_54cda_row0_col2" class="data row0 col2" >               213.3K</td>
+      <td id="T_54cda_row0_col3" class="data row0 col3" >1</td>
+      <td id="T_54cda_row0_col4" class="data row0 col4" ><a href="latitude/commands/sparse__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
+      <td id="T_54cda_row0_col5" class="data row0 col5" >                34.8K</td>
+      <td id="T_54cda_row0_col6" class="data row0 col6" >1</td>
+      <td id="T_54cda_row0_col7" class="data row0 col7" ><a href="latitude/commands/ood__pinecone-ood.sh"><div style="height:100%;width:100%">pinecone-ood</div></a></td>
+      <td id="T_54cda_row0_col8" class="data row0 col8" >                76.9K</td>
     </tr>
     <tr>
-      <td id="T_42876_row1_col0" class="data row1 col0" >2</td>
-      <td id="T_42876_row1_col1" class="data row1 col1" ><a href="latitude/commands/filter__pinecone.sh"><div style="height:100%;width:100%">pinecone</div></a></td>
-      <td id="T_42876_row1_col2" class="data row1 col2" >               146.7K</td>
-      <td id="T_42876_row1_col3" class="data row1 col3" >2</td>
-      <td id="T_42876_row1_col4" class="data row1 col4" ><a href="latitude/commands/sparse__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
-      <td id="T_42876_row1_col5" class="data row1 col5" >                26.9K</td>
-      <td id="T_42876_row1_col6" class="data row1 col6" >2</td>
-      <td id="T_42876_row1_col7" class="data row1 col7" ><a href="latitude/commands/ood__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
-      <td id="T_42876_row1_col8" class="data row1 col8" >                73.5K</td>
+      <td id="T_54cda_row1_col0" class="data row1 col0" >2</td>
+      <td id="T_54cda_row1_col1" class="data row1 col1" ><a href="latitude/commands/filter__pinecone.sh"><div style="height:100%;width:100%">pinecone</div></a></td>
+      <td id="T_54cda_row1_col2" class="data row1 col2" >               146.7K</td>
+      <td id="T_54cda_row1_col3" class="data row1 col3" >2</td>
+      <td id="T_54cda_row1_col4" class="data row1 col4" ><a href="latitude/commands/sparse__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
+      <td id="T_54cda_row1_col5" class="data row1 col5" >                26.9K</td>
+      <td id="T_54cda_row1_col6" class="data row1 col6" >2</td>
+      <td id="T_54cda_row1_col7" class="data row1 col7" ><a href="latitude/commands/ood__zilliz.sh"><div style="height:100%;width:100%">zilliz</div></a></td>
+      <td id="T_54cda_row1_col8" class="data row1 col8" >                73.5K</td>
     </tr>
     <tr>
-      <td id="T_42876_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_42876_row2_col1" class="data row2 col1" ><a href="latitude/commands/filter__puck.sh"><div style="height:100%;width:100%">puck</div></a></td>
-      <td id="T_42876_row2_col2" class="data row2 col2" >                62.3K</td>
-      <td id="T_42876_row2_col3" class="data row2 col3" >3</td>
-      <td id="T_42876_row2_col4" class="data row2 col4" ><a href="latitude/commands/sparse__pinecone_smips.sh"><div style="height:100%;width:100%">pinecone_smips</div></a></td>
-      <td id="T_42876_row2_col5" class="data row2 col5" >                12.0K</td>
-      <td id="T_42876_row2_col6" class="data row2 col6" >3</td>
-      <td id="T_42876_row2_col7" class="data row2 col7" ><a href="latitude/commands/ood__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
-      <td id="T_42876_row2_col8" class="data row2 col8" >                55.5K</td>
+      <td id="T_54cda_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_54cda_row2_col1" class="data row2 col1" ><a href="latitude/commands/filter__puck.sh"><div style="height:100%;width:100%">puck</div></a></td>
+      <td id="T_54cda_row2_col2" class="data row2 col2" >                62.3K</td>
+      <td id="T_54cda_row2_col3" class="data row2 col3" >3</td>
+      <td id="T_54cda_row2_col4" class="data row2 col4" ><a href="latitude/commands/sparse__pinecone_smips.sh"><div style="height:100%;width:100%">pinecone_smips</div></a></td>
+      <td id="T_54cda_row2_col5" class="data row2 col5" >                12.0K</td>
+      <td id="T_54cda_row2_col6" class="data row2 col6" >3</td>
+      <td id="T_54cda_row2_col7" class="data row2 col7" ><a href="latitude/commands/ood__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
+      <td id="T_54cda_row2_col8" class="data row2 col8" >                55.5K</td>
     </tr>
     <tr>
-      <td id="T_42876_row3_col0" class="data row3 col0" >4</td>
-      <td id="T_42876_row3_col1" class="data row3 col1" ><a href="latitude/commands/filter__parlayivf.sh"><div style="height:100%;width:100%">parlayivf</div></a></td>
-      <td id="T_42876_row3_col2" class="data row3 col2" >                55.0K</td>
-      <td id="T_42876_row3_col3" class="data row3 col3" >4</td>
-      <td id="T_42876_row3_col4" class="data row3 col4" ><a href="latitude/commands/sparse__shnsw.sh"><div style="height:100%;width:100%">shnsw</div></a></td>
-      <td id="T_42876_row3_col5" class="data row3 col5" >                 8.2K</td>
-      <td id="T_42876_row3_col6" class="data row3 col6" >4</td>
-      <td id="T_42876_row3_col7" class="data row3 col7" ><a href="latitude/commands/ood__scann.sh"><div style="height:100%;width:100%">scann</div></a></td>
-      <td id="T_42876_row3_col8" class="data row3 col8" >                32.3K</td>
+      <td id="T_54cda_row3_col0" class="data row3 col0" >4</td>
+      <td id="T_54cda_row3_col1" class="data row3 col1" ><a href="latitude/commands/filter__parlayivf.sh"><div style="height:100%;width:100%">parlayivf</div></a></td>
+      <td id="T_54cda_row3_col2" class="data row3 col2" >                55.0K</td>
+      <td id="T_54cda_row3_col3" class="data row3 col3" >4</td>
+      <td id="T_54cda_row3_col4" class="data row3 col4" ><a href="latitude/commands/sparse__shnsw.sh"><div style="height:100%;width:100%">shnsw</div></a></td>
+      <td id="T_54cda_row3_col5" class="data row3 col5" >                 8.2K</td>
+      <td id="T_54cda_row3_col6" class="data row3 col6" >4</td>
+      <td id="T_54cda_row3_col7" class="data row3 col7" ><a href="latitude/commands/ood__scann.sh"><div style="height:100%;width:100%">scann</div></a></td>
+      <td id="T_54cda_row3_col8" class="data row3 col8" >                32.3K</td>
     </tr>
     <tr>
-      <td id="T_42876_row4_col0" class="data row4 col0" >5</td>
-      <td id="T_42876_row4_col1" class="data row4 col1" ><a href="latitude/commands/filter__wm_filter.sh"><div style="height:100%;width:100%">wm_filter</div></a></td>
-      <td id="T_42876_row4_col2" class="data row4 col2" >                20.9K</td>
-      <td id="T_42876_row4_col3" class="data row4 col3" >5</td>
-      <td id="T_42876_row4_col4" class="data row4 col4" ><a href="latitude/commands/sparse__nle.sh"><div style="height:100%;width:100%">nle</div></a></td>
-      <td id="T_42876_row4_col5" class="data row4 col5" >                 2.9K</td>
-      <td id="T_42876_row4_col6" class="data row4 col6" >5</td>
-      <td id="T_42876_row4_col7" class="data row4 col7" ><a href="latitude/commands/ood__sustech-ood.sh"><div style="height:100%;width:100%">sustech-ood</div></a></td>
-      <td id="T_42876_row4_col8" class="data row4 col8" >                28.5K</td>
+      <td id="T_54cda_row4_col0" class="data row4 col0" >5</td>
+      <td id="T_54cda_row4_col1" class="data row4 col1" ><a href="latitude/commands/filter__wm_filter.sh"><div style="height:100%;width:100%">wm_filter</div></a></td>
+      <td id="T_54cda_row4_col2" class="data row4 col2" >                20.9K</td>
+      <td id="T_54cda_row4_col3" class="data row4 col3" >5</td>
+      <td id="T_54cda_row4_col4" class="data row4 col4" ><a href="latitude/commands/sparse__nle.sh"><div style="height:100%;width:100%">nle</div></a></td>
+      <td id="T_54cda_row4_col5" class="data row4 col5" >                 2.9K</td>
+      <td id="T_54cda_row4_col6" class="data row4 col6" >5</td>
+      <td id="T_54cda_row4_col7" class="data row4 col7" ><a href="latitude/commands/ood__sustech-ood.sh"><div style="height:100%;width:100%">sustech-ood</div></a></td>
+      <td id="T_54cda_row4_col8" class="data row4 col8" >                28.5K</td>
     </tr>
     <tr>
-      <td id="T_42876_row5_col0" class="data row5 col0" >6</td>
-      <td id="T_42876_row5_col1" class="data row5 col1" ><a href="latitude/commands/filter__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
-      <td id="T_42876_row5_col2" class="data row5 col2" >                 9.0K</td>
-      <td id="T_42876_row5_col3" class="data row5 col3" >6</td>
-      <td id="T_42876_row5_col4" class="data row5 col4" ><a href="latitude/commands/sparse__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
-      <td id="T_42876_row5_col5" class="data row5 col5" >                 0.1K</td>
-      <td id="T_42876_row5_col6" class="data row5 col6" >6</td>
-      <td id="T_42876_row5_col7" class="data row5 col7" ><a href="latitude/commands/ood__mysteryann-dif.sh"><div style="height:100%;width:100%">mysteryann-dif</div></a></td>
-      <td id="T_42876_row5_col8" class="data row5 col8" >                27.9K</td>
+      <td id="T_54cda_row5_col0" class="data row5 col0" >6</td>
+      <td id="T_54cda_row5_col1" class="data row5 col1" ><a href="latitude/commands/filter__pyanns.sh"><div style="height:100%;width:100%">pyanns</div></a></td>
+      <td id="T_54cda_row5_col2" class="data row5 col2" >                 9.0K</td>
+      <td id="T_54cda_row5_col3" class="data row5 col3" >6</td>
+      <td id="T_54cda_row5_col4" class="data row5 col4" ><a href="latitude/commands/sparse__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
+      <td id="T_54cda_row5_col5" class="data row5 col5" >                 0.1K</td>
+      <td id="T_54cda_row5_col6" class="data row5 col6" >6</td>
+      <td id="T_54cda_row5_col7" class="data row5 col7" ><a href="latitude/commands/ood__mysteryann-dif.sh"><div style="height:100%;width:100%">mysteryann-dif</div></a></td>
+      <td id="T_54cda_row5_col8" class="data row5 col8" >                27.9K</td>
     </tr>
     <tr>
-      <td id="T_42876_row6_col0" class="data row6 col0" >7</td>
-      <td id="T_42876_row6_col1" class="data row6 col1" ><a href="latitude/commands/filter__faissplus.sh"><div style="height:100%;width:100%">faissplus</div></a></td>
-      <td id="T_42876_row6_col2" class="data row6 col2" >                 8.5K</td>
-      <td id="T_42876_row6_col3" class="data row6 col3" >7</td>
-      <td id="T_42876_row6_col4" class="data row6 col4" ><a href="latitude/commands/sparse__linscan.sh"><div style="height:100%;width:100%">linscan</div></a></td>
-      <td id="T_42876_row6_col5" class="data row6 col5" >                 0.1K</td>
-      <td id="T_42876_row6_col6" class="data row6 col6" >7</td>
-      <td id="T_42876_row6_col7" class="data row6 col7" ><a href="latitude/commands/ood__mysteryann.sh"><div style="height:100%;width:100%">mysteryann</div></a></td>
-      <td id="T_42876_row6_col8" class="data row6 col8" >                26.6K</td>
+      <td id="T_54cda_row6_col0" class="data row6 col0" >7</td>
+      <td id="T_54cda_row6_col1" class="data row6 col1" ><a href="latitude/commands/filter__faissplus.sh"><div style="height:100%;width:100%">faissplus</div></a></td>
+      <td id="T_54cda_row6_col2" class="data row6 col2" >                 8.5K</td>
+      <td id="T_54cda_row6_col3" class="data row6 col3" >7</td>
+      <td id="T_54cda_row6_col4" class="data row6 col4" ><a href="latitude/commands/sparse__linscan.sh"><div style="height:100%;width:100%">linscan</div></a></td>
+      <td id="T_54cda_row6_col5" class="data row6 col5" >                 0.1K</td>
+      <td id="T_54cda_row6_col6" class="data row6 col6" >7</td>
+      <td id="T_54cda_row6_col7" class="data row6 col7" ><a href="latitude/commands/ood__mysteryann.sh"><div style="height:100%;width:100%">mysteryann</div></a></td>
+      <td id="T_54cda_row6_col8" class="data row6 col8" >                26.6K</td>
     </tr>
     <tr>
-      <td id="T_42876_row7_col0" class="data row7 col0" >8</td>
-      <td id="T_42876_row7_col1" class="data row7 col1" ><a href="latitude/commands/filter__faiss.sh"><div style="height:100%;width:100%">faiss</div></a></td>
-      <td id="T_42876_row7_col2" class="data row7 col2" >                 7.3K</td>
-      <td id="T_42876_row7_col3" class="data row7 col3" ><NA></td>
-      <td id="T_42876_row7_col4" class="data row7 col4" ><a href="latitude/errors/sparse__spmat.txt"><div style="height:100%;width:100%">spmat</div></a></td>
-      <td id="T_42876_row7_col5" class="data row7 col5" ></td>
-      <td id="T_42876_row7_col6" class="data row7 col6" >8</td>
-      <td id="T_42876_row7_col7" class="data row7 col7" ><a href="latitude/commands/ood__vamana.sh"><div style="height:100%;width:100%">vamana</div></a></td>
-      <td id="T_42876_row7_col8" class="data row7 col8" >                20.0K</td>
+      <td id="T_54cda_row7_col0" class="data row7 col0" >8</td>
+      <td id="T_54cda_row7_col1" class="data row7 col1" ><a href="latitude/commands/filter__faiss.sh"><div style="height:100%;width:100%">faiss</div></a></td>
+      <td id="T_54cda_row7_col2" class="data row7 col2" >                 7.3K</td>
+      <td id="T_54cda_row7_col3" class="data row7 col3" ><NA></td>
+      <td id="T_54cda_row7_col4" class="data row7 col4" ><a href="latitude/errors/sparse__spmat.txt"><div style="height:100%;width:100%">spmat</div></a></td>
+      <td id="T_54cda_row7_col5" class="data row7 col5" ></td>
+      <td id="T_54cda_row7_col6" class="data row7 col6" >8</td>
+      <td id="T_54cda_row7_col7" class="data row7 col7" ><a href="latitude/commands/ood__vamana.sh"><div style="height:100%;width:100%">vamana</div></a></td>
+      <td id="T_54cda_row7_col8" class="data row7 col8" >                20.0K</td>
     </tr>
     <tr>
-      <td id="T_42876_row8_col0" class="data row8 col0" >9</td>
-      <td id="T_42876_row8_col1" class="data row8 col1" ><a href="latitude/commands/filter__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
-      <td id="T_42876_row8_col2" class="data row8 col2" >                 6.3K</td>
-      <td id="T_42876_row8_col3" class="data row8 col3" ><NA></td>
-      <td id="T_42876_row8_col4" class="data row8 col4" ><a href="latitude/errors/sparse__sustech-whu.txt"><div style="height:100%;width:100%">sustech-whu</div></a></td>
-      <td id="T_42876_row8_col5" class="data row8 col5" ></td>
-      <td id="T_42876_row8_col6" class="data row8 col6" >9</td>
-      <td id="T_42876_row8_col7" class="data row8 col7" ><a href="latitude/commands/ood__puck.sh"><div style="height:100%;width:100%">puck</div></a></td>
-      <td id="T_42876_row8_col8" class="data row8 col8" >                19.0K</td>
+      <td id="T_54cda_row8_col0" class="data row8 col0" >9</td>
+      <td id="T_54cda_row8_col1" class="data row8 col1" ><a href="latitude/commands/filter__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
+      <td id="T_54cda_row8_col2" class="data row8 col2" >                 6.3K</td>
+      <td id="T_54cda_row8_col3" class="data row8 col3" ><NA></td>
+      <td id="T_54cda_row8_col4" class="data row8 col4" ><a href="latitude/errors/sparse__sustech-whu.txt"><div style="height:100%;width:100%">sustech-whu</div></a></td>
+      <td id="T_54cda_row8_col5" class="data row8 col5" ></td>
+      <td id="T_54cda_row8_col6" class="data row8 col6" >9</td>
+      <td id="T_54cda_row8_col7" class="data row8 col7" ><a href="latitude/commands/ood__puck.sh"><div style="height:100%;width:100%">puck</div></a></td>
+      <td id="T_54cda_row8_col8" class="data row8 col8" >                19.0K</td>
     </tr>
     <tr>
-      <td id="T_42876_row9_col0" class="data row9 col0" ><NA></td>
-      <td id="T_42876_row9_col1" class="data row9 col1" ><a href="latitude/errors/filter__fdufilterdiskann.txt"><div style="height:100%;width:100%">fdufilterdiskann</div></a></td>
-      <td id="T_42876_row9_col2" class="data row9 col2" ></td>
-      <td id="T_42876_row9_col3" class="data row9 col3" ><NA></td>
-      <td id="T_42876_row9_col4" class="data row9 col4" ></td>
-      <td id="T_42876_row9_col5" class="data row9 col5" ></td>
-      <td id="T_42876_row9_col6" class="data row9 col6" >10</td>
-      <td id="T_42876_row9_col7" class="data row9 col7" ><a href="latitude/commands/ood__ngt.sh"><div style="height:100%;width:100%">ngt</div></a></td>
-      <td id="T_42876_row9_col8" class="data row9 col8" >                11.9K</td>
+      <td id="T_54cda_row9_col0" class="data row9 col0" ><NA></td>
+      <td id="T_54cda_row9_col1" class="data row9 col1" ><a href="latitude/errors/filter__fdufilterdiskann.txt"><div style="height:100%;width:100%">fdufilterdiskann</div></a></td>
+      <td id="T_54cda_row9_col2" class="data row9 col2" ></td>
+      <td id="T_54cda_row9_col3" class="data row9 col3" ><NA></td>
+      <td id="T_54cda_row9_col4" class="data row9 col4" ></td>
+      <td id="T_54cda_row9_col5" class="data row9 col5" ></td>
+      <td id="T_54cda_row9_col6" class="data row9 col6" >10</td>
+      <td id="T_54cda_row9_col7" class="data row9 col7" ><a href="latitude/commands/ood__ngt.sh"><div style="height:100%;width:100%">ngt</div></a></td>
+      <td id="T_54cda_row9_col8" class="data row9 col8" >                11.9K</td>
     </tr>
     <tr>
-      <td id="T_42876_row10_col0" class="data row10 col0" ><NA></td>
-      <td id="T_42876_row10_col1" class="data row10 col1" ><a href="latitude/errors/filter__dhq.txt"><div style="height:100%;width:100%">dhq</div></a></td>
-      <td id="T_42876_row10_col2" class="data row10 col2" ></td>
-      <td id="T_42876_row10_col3" class="data row10 col3" ><NA></td>
-      <td id="T_42876_row10_col4" class="data row10 col4" ></td>
-      <td id="T_42876_row10_col5" class="data row10 col5" ></td>
-      <td id="T_42876_row10_col6" class="data row10 col6" >11</td>
-      <td id="T_42876_row10_col7" class="data row10 col7" ><a href="latitude/commands/ood__epsearch.sh"><div style="height:100%;width:100%">epsearch</div></a></td>
-      <td id="T_42876_row10_col8" class="data row10 col8" >                 7.7K</td>
+      <td id="T_54cda_row10_col0" class="data row10 col0" ><NA></td>
+      <td id="T_54cda_row10_col1" class="data row10 col1" ><a href="latitude/errors/filter__dhq.txt"><div style="height:100%;width:100%">dhq</div></a></td>
+      <td id="T_54cda_row10_col2" class="data row10 col2" ></td>
+      <td id="T_54cda_row10_col3" class="data row10 col3" ><NA></td>
+      <td id="T_54cda_row10_col4" class="data row10 col4" ></td>
+      <td id="T_54cda_row10_col5" class="data row10 col5" ></td>
+      <td id="T_54cda_row10_col6" class="data row10 col6" >11</td>
+      <td id="T_54cda_row10_col7" class="data row10 col7" ><a href="latitude/commands/ood__epsearch.sh"><div style="height:100%;width:100%">epsearch</div></a></td>
+      <td id="T_54cda_row10_col8" class="data row10 col8" >                 7.7K</td>
     </tr>
     <tr>
-      <td id="T_42876_row11_col0" class="data row11 col0" ><NA></td>
-      <td id="T_42876_row11_col1" class="data row11 col1" ><a href="latitude/errors/filter__hwtl_sdu_anns_filter.txt"><div style="height:100%;width:100%">hwtl_sdu_anns_filter</div></a></td>
-      <td id="T_42876_row11_col2" class="data row11 col2" ></td>
-      <td id="T_42876_row11_col3" class="data row11 col3" ><NA></td>
-      <td id="T_42876_row11_col4" class="data row11 col4" ></td>
-      <td id="T_42876_row11_col5" class="data row11 col5" ></td>
-      <td id="T_42876_row11_col6" class="data row11 col6" >12</td>
-      <td id="T_42876_row11_col7" class="data row11 col7" ><a href="latitude/commands/ood__diskann.sh"><div style="height:100%;width:100%">diskann</div></a></td>
-      <td id="T_42876_row11_col8" class="data row11 col8" >                 6.4K</td>
+      <td id="T_54cda_row11_col0" class="data row11 col0" ><NA></td>
+      <td id="T_54cda_row11_col1" class="data row11 col1" ><a href="latitude/errors/filter__hwtl_sdu_anns_filter.txt"><div style="height:100%;width:100%">hwtl_sdu_anns_filter</div></a></td>
+      <td id="T_54cda_row11_col2" class="data row11 col2" ></td>
+      <td id="T_54cda_row11_col3" class="data row11 col3" ><NA></td>
+      <td id="T_54cda_row11_col4" class="data row11 col4" ></td>
+      <td id="T_54cda_row11_col5" class="data row11 col5" ></td>
+      <td id="T_54cda_row11_col6" class="data row11 col6" >12</td>
+      <td id="T_54cda_row11_col7" class="data row11 col7" ><a href="latitude/commands/ood__diskann.sh"><div style="height:100%;width:100%">diskann</div></a></td>
+      <td id="T_54cda_row11_col8" class="data row11 col8" >                 6.4K</td>
     </tr>
     <tr>
-      <td id="T_42876_row12_col0" class="data row12 col0" ><NA></td>
-      <td id="T_42876_row12_col1" class="data row12 col1" ></td>
-      <td id="T_42876_row12_col2" class="data row12 col2" ></td>
-      <td id="T_42876_row12_col3" class="data row12 col3" ><NA></td>
-      <td id="T_42876_row12_col4" class="data row12 col4" ></td>
-      <td id="T_42876_row12_col5" class="data row12 col5" ></td>
-      <td id="T_42876_row12_col6" class="data row12 col6" >13</td>
-      <td id="T_42876_row12_col7" class="data row12 col7" ><a href="latitude/commands/ood__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
-      <td id="T_42876_row12_col8" class="data row12 col8" >                 5.4K</td>
+      <td id="T_54cda_row12_col0" class="data row12 col0" ><NA></td>
+      <td id="T_54cda_row12_col1" class="data row12 col1" ></td>
+      <td id="T_54cda_row12_col2" class="data row12 col2" ></td>
+      <td id="T_54cda_row12_col3" class="data row12 col3" ><NA></td>
+      <td id="T_54cda_row12_col4" class="data row12 col4" ></td>
+      <td id="T_54cda_row12_col5" class="data row12 col5" ></td>
+      <td id="T_54cda_row12_col6" class="data row12 col6" >13</td>
+      <td id="T_54cda_row12_col7" class="data row12 col7" ><a href="latitude/commands/ood__cufe.sh"><div style="height:100%;width:100%">cufe</div></a></td>
+      <td id="T_54cda_row12_col8" class="data row12 col8" >                 5.4K</td>
     </tr>
     <tr>
-      <td id="T_42876_row13_col0" class="data row13 col0" ><NA></td>
-      <td id="T_42876_row13_col1" class="data row13 col1" ></td>
-      <td id="T_42876_row13_col2" class="data row13 col2" ></td>
-      <td id="T_42876_row13_col3" class="data row13 col3" ><NA></td>
-      <td id="T_42876_row13_col4" class="data row13 col4" ></td>
-      <td id="T_42876_row13_col5" class="data row13 col5" ></td>
-      <td id="T_42876_row13_col6" class="data row13 col6" ><NA></td>
-      <td id="T_42876_row13_col7" class="data row13 col7" ><a href="latitude/errors/ood__puck-fizz.txt"><div style="height:100%;width:100%">puck-fizz</div></a></td>
-      <td id="T_42876_row13_col8" class="data row13 col8" ></td>
+      <td id="T_54cda_row13_col0" class="data row13 col0" ><NA></td>
+      <td id="T_54cda_row13_col1" class="data row13 col1" ></td>
+      <td id="T_54cda_row13_col2" class="data row13 col2" ></td>
+      <td id="T_54cda_row13_col3" class="data row13 col3" ><NA></td>
+      <td id="T_54cda_row13_col4" class="data row13 col4" ></td>
+      <td id="T_54cda_row13_col5" class="data row13 col5" ></td>
+      <td id="T_54cda_row13_col6" class="data row13 col6" ><NA></td>
+      <td id="T_54cda_row13_col7" class="data row13 col7" ><a href="latitude/errors/ood__puck-fizz.txt"><div style="height:100%;width:100%">puck-fizz</div></a></td>
+      <td id="T_54cda_row13_col8" class="data row13 col8" ></td>
     </tr>
   </tbody>
 </table>
@@ -296,7 +296,7 @@ See the [latitude/commands](latitude/commands) directory for individual algorith
 
 To extract the data as CSV:
 ```
-sudo chmod ugo+rw -R ./results/ # recursively add read permissions to data files
+sudo chmod ugo+rw -R ./results/ # recursively add read/write permissions to directories and files under the results directory.
 python data_export.py --recompute --output neurips23/latitude/data_export_m4-metal-medium.csv
 ```
 
diff --git a/neurips23/latitude/_latitude-m4-metal-medium.md b/neurips23/latitude/_latitude-m4-metal-medium.md
index 0cdd744d..8f23cbe0 100644
--- a/neurips23/latitude/_latitude-m4-metal-medium.md
+++ b/neurips23/latitude/_latitude-m4-metal-medium.md
@@ -118,7 +118,7 @@ See the [latitude/commands](latitude/commands) directory for individual algorith
 
 To extract the data as CSV:
 ```
-sudo chmod ugo+rw -R ./results/ # recursively add read permissions to data files
+sudo chmod ugo+rw -R ./results/ # recursively add read/write permissions to directories and files under the results directory.
 python data_export.py --recompute --output neurips23/latitude/data_export_m4-metal-medium.csv
 ```