diff --git a/david_doukhan_extended_cv.tex b/david_doukhan_extended_cv.tex
index 1fdb1aa..ab93aab 100644
--- a/david_doukhan_extended_cv.tex
+++ b/david_doukhan_extended_cv.tex
@@ -287,34 +287,28 @@ \section*{Résumé}
 \section{Work Experience}
 
 
+%\subsection{Research \& Engineering}
 
-\begin{joblong}{Speech analysis research engineer at INA}{2016 - present}
-\item Supervision of intern and Ph.D. students on various ML tasks : speech interruptions detection, active-learning, speaker recognition and diarization, audio segmentation, active speaker detection, audio jingle detection, face classification.
-\item Large-scale digital humanities studies based on the analysis of millions of hours of audiovisual data
-\item Technological transfer of research results to several governmental and NGO reports related to women representation in media (ARCOM, GMMP, Calvez)
-\item Implementation of audiovisual analysis softwares : sound and visual event detection, speech segmentation, voice activity detection, face tracking and classification, TV text incrustations detection, assisted annotation prototypes
-\end{joblong}
+\begin{jobshort}{Audiovisual analysis Researcher at INA}{2016 - present}
+Supervision of the speech analysis research group (2-3 interns, PhD students or engineers), involvement and coordination of national or European research projects, audiovisual analysis software implementation, gender representation studies, transfer of research results to production, governmental \& NGO reports
+\end{jobshort}
 
 
-\begin{joblong}{Large scale Music Information Retrieval at IRCAM}{2014-2015}
-\item Distributed RAM ML algorithms implementation in Matlab
-\item Refactorization of IRCAM’s classification framework to allow distributed processing
-\item Proposal of supervector based music genre and mood detection models
-\end{joblong}
+\begin{jobshort}{Large-scale Music Information Retrieval Researcher at IRCAM}{2014-2015}
+Distributed Machine-Learning algorithms implementation in Matlab, IRCAM’s classification framework refactorization, music genre and mood prediction
+\end{jobshort}
 
 
 
-\begin{jobshort}{Speaker analysis at LIMSI-CNRS}{2013-2014}
-Implementation of speaker diarization and Voice Activity Detection algorithms suited to noisy archives (ethnographic recordings) in Python.
+\begin{jobshort}{Speaker analysis Researcher at LIMSI-CNRS}{2013-2014}
+Speaker diarization and Voice Activity Detection for noisy archives (ethnographic recordings) in Python.
 \end{jobshort}
 
 
 
-\begin{joblong}{Text-To-Speech at LIMSI-CNRS : Ph.D. Research}{2009-2013}
-\item Production of annotated speech ressources, prosodic analyzes and prosodic visualization tools
-\item Natural language processing (CRF, POS) and inter-annotator agreement analysis
-\item Expressive speech synthesis and perceptual evaluation
-\end{joblong}
+\begin{jobshort}{Expressive Text-To-Speech at LIMSI-CNRS : Ph.D. Research}{2009-2013}
+Annotated speech corpora production, inter-annotator agreement analysis, prosodic analysis and visualization tools, Natural Language Processing (CRF), speech synthesis perceptual evaluation
+\end{jobshort}
 
 
 
@@ -323,22 +317,30 @@ \section{Work Experience}
 \end{jobshort}
 
 \begin{jobshort}{Virtual reality engineer at IRCAM}{2008 (6 months)}
-Virtual environments to treat dog phobia: computer graphics programming, 3D binaural sound rendering \& head-tracking management in C++
+Computer graphics programming, 3D binaural sound rendering \& head-tracking management in C++
 \end{jobshort}
 
 \begin{jobshort}{Computer Vision research assistant at MIT (USA)}{2008 (6 months)}
 Face and object recognition (Python)
 \end{jobshort}
 
-\begin{jobshort}{High-throughput deep learning internship at MIT(USA)}{2007 (6 months)}
-Implementation of a CNN Python framework suited to Cell Be parallel architectures : C, assembly, SIMD, code generation, just-in-time compilation.
+\begin{jobshort}{High-throughput deep learning internship at MIT (USA)}{2007 (6 months)}
+CNN implementation in Python for Cell Be parallel architectures : C, assembly, SIMD, profiling.
 \end{jobshort}
 
 
+
+%\subsection{Teaching Activities}
+
 \end{en}
 
 
 
+
+
+
+
+
 %% %Projects
 %% \section{Projects}
 
diff --git a/david_doukhan_extended_cv_en.tex b/david_doukhan_extended_cv_en.tex
index 8065979..b4fc91f 100644
--- a/david_doukhan_extended_cv_en.tex
+++ b/david_doukhan_extended_cv_en.tex
@@ -21,7 +21,7 @@
 \newcommand{\PubSec}{Peer-reviewed publications}
 \newcommand{\PubJournal}{International journals}
 \newcommand{\PubConf}{Conference Proceedings}
-\newcommand{\PubAbstract}{Abstract Paper}
+\newcommand{\PubAbstract}{Abstract Papers}
 \newcommand{\PubPhd}{PhD Thesis}