diff --git a/2023/talks.csv b/2023/talks.csv
index 04fecda..0f6c540 100644
--- a/2023/talks.csv
+++ b/2023/talks.csv
@@ -1,12 +1,13 @@
-titleLine1,titleLine2,titleLine3,personLine1,personLine2,talkId,slug
-Welcome,,,Orga,,101,sps23-welcome
-Proving Python code correct,with Nagini,,Marco Eilers,,102,sps23-proving-python-code
-Did you know, Matplotlib could do that?,,Teresa Kubacka,,103,sps23-did-you-know-matplotlib
-Kivy: Cross-platform,App development,for Pythonistas,Mirko Galimberti,,105,sps23-kivy-cross-platform-app-development
-A walk with CPython,,,Sadhana Srinivasan,,106,sps23-a-walk-with-cpython
-Documenting Python Code,,,Christian Heitzmann,,107,sps23-documenting-python-code
-Voice Control in Action:,A Python-Based Approach for,Operating a Quadrupedal Robot,Robin Ehrensperger,,109,sps23-voice-control-in-action
-A Short History of,Python Web Frameworks,,Quazi Nafiul Islam,,110,sps23-a-short-history-of-python-web-frameworks
-Building Dainty Dashboards,in Plotly Dash,for health data science,Avneet Kaur,,112,sps23-building-dainty-dashboards-in-plotly-dash
-Asynchronous Multiprocess,Large Model Training on PyTorch,for Synthetic Cities Generation,Pavel Sulimov,Furio Valerio Sordini,113,sps23-asynchronous-multiprocess-large-model-training
-Closing,,,Orga,,114,sps23-closing
+titleLine1,titleLine2,titleLine3,personLine1,personLine2,talkId,slug
+Welcome,,,Orga,,101,sps23-welcome
+Proving Python code correct,with Nagini,,Marco Eilers,,102,sps23-proving-python-code
+Did you know, Matplotlib could do that?,,Teresa Kubacka,,103,sps23-did-you-know-matplotlib
+Kivy: Cross-platform,App development,for Pythonistas,Mirko Galimberti,,105,sps23-kivy-cross-platform-app-development
+A walk with CPython,,,Sadhana Srinivasan,,106,sps23-a-walk-with-cpython
+Documenting Python Code,,,Christian Heitzmann,,107,sps23-documenting-python-code
+Voice Control in Action:,A Python-Based Approach for,Operating a Quadrupedal Robot,Robin Ehrensperger,,109,sps23-voice-control-in-action
+A Short History of,Python Web Frameworks,,Quazi Nafiul Islam,,110,sps23-a-short-history-of-python-web-frameworks
+Building Dainty Dashboards,in Plotly Dash,for health data science,Avneet Kaur,,112,sps23-building-dainty-dashboards-in-plotly-dash
+Asynchronous Multiprocess,Large Model Training on PyTorch,for Synthetic Cities Generation,Pavel Sulimov,,113,sps23-asynchronous-multiprocess-large-model-training
+Lightning Talks,,,Orga,,116,sps23-2023-lightning-talks
+Closing,,,Orga,,114,sps23-closing