diff --git a/.gitignore b/.gitignore
index 3b75d0fa9..62659f440 100644
--- a/.gitignore
+++ b/.gitignore
@@ -115,3 +115,10 @@ analysis/*
 
 # mac os x stuff
 *DS_store*
+
+# local files generated by doc
+docs/source/auto_*/
+docs/source/generated/
+examples/advanced_examples/Results/
+examples/benchmark/
+examples/results/
diff --git a/contexts/mi_rh_f.yml b/contexts/mi_rh_f.yml
new file mode 100644
index 000000000..c2c206ba4
--- /dev/null
+++ b/contexts/mi_rh_f.yml
@@ -0,0 +1,5 @@
+MotorImagery:
+  n_classes: 2
+  events:
+    - right_hand
+    - feet
diff --git a/docs/source/paper_results.rst b/docs/source/paper_results.rst
index d596338f0..c5d74f949 100644
--- a/docs/source/paper_results.rst
+++ b/docs/source/paper_results.rst
@@ -6,7 +6,7 @@
    <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>
    <link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/2.0.3/css/dataTables.dataTables.css">
    <script type="text/javascript" charset="utf8" src="https://cdn.datatables.net/2.0.3/js/dataTables.js"></script>
-   <div style="font-size: 1.5em;">
+   <div style="font-size: 1em;">
 
 .. currentmodule:: moabb.datasets
 
@@ -68,20 +68,16 @@ Motor Imagery - Left vs Right Hand
         </tr>
         </thead>
     </table>
-    <script type="text/javascript">
+   <script type="text/javascript">
         $(document).ready(function() {
            $('#mileftvsright').DataTable( {
-              "ajax": 'https://raw.githubusercontent.com/bruAristimunha/moabb/table_results/results/within_session_mi_left_vs_right_hand.json',
+              "ajax": 'https://raw.githubusercontent.com/NeuroTechX/moabb/develop/results/within_session_mi_left_vs_right_hand.json',
               "order": [[ 1, "desc" ]],
               "bJQueryUI": true,
               "scrollX": true,
               "paging": false,
               "info": false,
               "searching": false,
-                layout: {
-                        topStart: {
-                            buttons: ['copyHtml5']
-                        }
            } );
         } );
    </script>
@@ -89,6 +85,7 @@ Motor Imagery - Left vs Right Hand
 
 
 
+
 Motor Imagery - Right Hand vs Feet
 ==================================
 
@@ -119,7 +116,7 @@ Motor Imagery - Right Hand vs Feet
    <script type="text/javascript">
         $(document).ready(function() {
            $('#mirightvsfeet').DataTable( {
-              "ajax": 'https://raw.githubusercontent.com/bruAristimunha/moabb/table_results/results/within_session_mi_right_hand_vs_feet.json',
+              "ajax": 'https://raw.githubusercontent.com/NeuroTechX/moabb/develop/results/within_session_mi_right_hand_vs_feet.json',
               "order": [[ 1, "desc" ]],
               "bJQueryUI": true,
               "scrollX": true,
@@ -162,7 +159,7 @@ Motor Imagery - All classes
     <script type="text/javascript">
         $(document).ready(function() {
            $('#mi-all').DataTable( {
-              "ajax": 'https://raw.githubusercontent.com/bruAristimunha/moabb/table_results/results/within_session_mi_all_classes.json',
+              "ajax": 'https://raw.githubusercontent.com/NeuroTechX/moabb/develop/results/within_session_mi_all_classes.json',
               "order": [[ 1, "desc" ]],
               "bJQueryUI": true,
               "scrollX": true,
@@ -205,7 +202,7 @@ We use all the classes available in the dataset.
    <script type="text/javascript">
         $(document).ready(function() {
            $('#ssvep').DataTable( {
-              "ajax": 'https://raw.githubusercontent.com/bruAristimunha/moabb/table_results/results/within_session_ssvep_all_classes.json',
+              "ajax": 'https://raw.githubusercontent.com/NeuroTechX/moabb/develop/results/within_session_ssvep_all_classes.json',
               "order": [[ 1, "desc" ]],
               "bJQueryUI": true,
               "scrollX": true,
@@ -253,7 +250,7 @@ We use all the classes available in the dataset.
    <script type="text/javascript">
         $(document).ready(function() {
            $('#p300').DataTable( {
-              "ajax": 'https://raw.githubusercontent.com/bruAristimunha/moabb/table_results/results/within_session_erp_p300_all_classes.json',
+              "ajax": 'https://raw.githubusercontent.com/NeuroTechX/moabb/develop/results/within_session_erp_p300_all_classes.json',
               "order": [[ 1, "desc" ]],
               "bJQueryUI": true,
               "scrollX": true,
diff --git a/docs/source/whats_new.rst b/docs/source/whats_new.rst
index 7013a4a74..16f3d6bfb 100644
--- a/docs/source/whats_new.rst
+++ b/docs/source/whats_new.rst
@@ -70,6 +70,7 @@ Bugs
 - Fix mne_bids version incompatibility with mne (:gh:`586` by `Bruna Lopes`_)
 - Updating the parameters of the SSVEP_TRCA method (:gh:`589` by `Bruno Aristimunha`_)
 - Fix and updating the parameters for the benchmark function (:gh:`588` by `Bruno Aristimunha`_)
+- Fix result table display (:gh:`599` by `Sylvain Chevallier`_)
 - Fix :class:`moabb.datasets.preprocessing.SetRawAnnotations` setting incorrect annotations when the dataset's interval does not start at 0 (:gh:`607` by `Pierre Guetschel`_)
 - Fix download link for GigaDB Cho2017 and Lee2019 datasets (:gh:`621` by `Anton Andreev`_)
 
diff --git a/results/csv_json_results_converter.py b/results/csv_json_results_converter.py
new file mode 100644
index 000000000..50cfbdfe2
--- /dev/null
+++ b/results/csv_json_results_converter.py
@@ -0,0 +1,38 @@
+import argparse
+import csv
+import json
+import pathlib
+
+
+def csv_to_json(source_file, output_file):
+    jsonArray = []
+
+    with open(source_file, encoding="utf-8") as csvf:
+        # load csv file data using csv reader
+        csvReader = csv.reader(csvf)
+        for row in csvReader:
+            jsonArray.append(row)
+
+    # remove ` and trailing _
+    for e in jsonArray[1:]:
+        e[0] = e[0].split("`")[1]
+
+    # remove column names
+    jsonArray = {"data": jsonArray[1:]}
+
+    with open(output_file, "w", encoding="utf-8") as jsonf:
+        jsonString = json.dumps(jsonArray, indent=4)
+        jsonf.write(jsonString)
+        jsonf.write("")
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        prog="csv_json_results_converter.py",
+        description="Convert CSV results file in JSON for doc generation",
+    )
+    parser.add_argument("source_file", type=pathlib.Path, help="CSV result file")
+    args = parser.parse_args()
+    output_file = args.source_file.with_suffix(".json")
+
+    csv_to_json(args.source_file, output_file)
diff --git a/results/within_session_mi_left_vs_right_hand.csv b/results/within_session_mi_left_vs_right_hand.csv
index 46ac00d57..163dd536f 100644
--- a/results/within_session_mi_left_vs_right_hand.csv
+++ b/results/within_session_mi_left_vs_right_hand.csv
@@ -10,7 +10,7 @@ Pipeline,:class:`BNCI2014_001`,:class:`BNCI2014_004`,:class:`Cho2017`,:class:`Gr
 `EEGTCNet`_,67.46±20.81,69.70±19.55,58.34±12.63,68.45±16.27,55.68±12.75,55.90±12.74,75.62±22.33,51.26±16.77,63.16±18.32,82.24±9.40
 `FilterBank+SVM`_,84.44±16.00,80.39±16.05,67.91±15.63,79.65±18.63,75.07±16.97,58.45±13.93,81.44±17.89,65.63±21.64,76.81±18.88,92.64±5.01
 `FgMDM`_,86.53±12.14,79.28±15.25,72.90±12.70,87.02±13.20,81.34±13.93,68.46±19.06,86.71±13.79,70.86±23.36,78.41±14.85,92.54±6.67
-`LogVariance+LDA`_,77.96±15.09,78.51±15.25,64.49±10.08,78.71±11.69,66.21±12.06,61.94±14.41,78.44±13.76,61.78±22.77,74.13±10.40,88.39±8.57,
+`LogVariance+LDA`_,77.96±15.09,78.51±15.25,64.49±10.08,78.71±11.69,66.21±12.06,61.94±14.41,78.44±13.76,61.78±22.77,74.13±10.40,88.39±8.57
 `LogVariance+SVM`_,75.86±16.45,78.30±15.18,65.46±11.71,81.73±12.40,73.83±13.85,62.35±16.87,79.42±13.66,61.38±22.68,74.85±11.33,88.47±8.50
 `MDM`_,81.69±14.94,77.66±15.78,63.39±13.69,64.29±8.04,70.23±13.87,54.76±16.79,61.53±16.41,62.99±21.25,58.80±16.13,90.70±7.11
 `ShallowConvNet`_,86.17±13.74,72.36±18.05,73.84±14.95,86.53±13.00,75.83±15.04,65.19±15.80,84.82±15.29,60.80±19.27,79.10±12.63,95.65±5.55