Update README.md

README.md

@@ -1,16 +1,17 @@
-# FairER demo: Fairness-Aware and Explainable Entity Resolution
-
-*A video presentation of FairER demo is located in "demo_video/new_demo_video.mkv" of this repository*
+# FairER: Fairness-Aware and Explainable Entity Resolution
 
 The source code for the papers:
 
-Vasilis Efthymiou, Kostas Stefanidis, Evaggelia Pitoura, Vassilis Christophides. FairER: Entity Resolution with Fairness Constraints. CIKM 2021 (short) [[pdf]](https://github.com/vefthym/fairER/blob/main/CIKM2021short_fairER_CR.pdf) [[slides]](https://github.com/vefthym/fairER/blob/main/FairER-slides.pdf) [[poster]](https://github.com/vefthym/fairER/blob/main/FairER_poster.pdf)
+Nikolaos Fanourakis, Christos Kontousias, Vasilis Efthymiou, Vassilis Christophides and Dimitris Plexousakis. FairER demo: Fairness-Aware and Explainable Entity Resolution. ISWC 2023 [[pdf]](https://github.com/vefthym/fairER/blob/main/ISWC2023_fairer_demo.pdf) [[poster]]() [[demo video]](https://youtu.be/DTrf9sbmCZE) 
+
+Vasilis Efthymiou, Kostas Stefanidis, Evaggelia Pitoura, Vassilis Christophides. FairER: Entity Resolution with Fairness Constraints. CIKM 2021 [[pdf]](https://github.com/vefthym/fairER/blob/main/CIKM2021short_fairER_CR.pdf) [[slides]](https://github.com/vefthym/fairER/blob/main/FairER-slides.pdf) [[poster]](https://github.com/vefthym/fairER/blob/main/FairER_poster.pdf)
 
-Nikolaos Fanourakis, Christos Kontousias, Vasilis Efthymiou, Vassilis Christophides and Dimitris Plexousakis. FairER demo: Fairness-Aware and Explainable Entity Resolution. ISWC 2023 [[pdf]](https://github.com/vefthym/fairER/blob/main/ISWC2023_fairer_demo.pdf) [[slides]]() [[poster]]()
 
 which are parts of the project <a href="https://isl.ics.forth.gr/ResponsibleER/">ResponsibleER: Responsible by Design Entity Resolution</a>, 
 funded by the <a href="https://www.elidek.gr/en/homepage/">Hellenic Foundation for Research and Innovation</a>.
 
+*A video presentation of FairER demo is located in "demo_video/new_demo_video.mkv" of this repository; also available on [Youtube](https://youtu.be/DTrf9sbmCZE).*
+
 **Public API and UI (demo with restricted functionality)**:<br/>
 Before installing and running the code locally, with its full functionality, you may be interested in checking the public version with limited functionality, hosted at <a href="https://isl.ics.forth.gr/fairER/">https://isl.ics.forth.gr/fairER/</a>. There, you can also find the <a href="https://isl.ics.forth.gr/fairER/services-manual">API ("Services Manual")</a>, along with executable examples. 
 
@@ -33,8 +34,6 @@ python web/run.py
 ```
 
 ## Datasets
-1. Please click the "Download Datasets" button after the successfull running of the app.
+1. Please click the "Download Datasets" button after the successfull installation of the app.
 2. Download "2016-10-des_dict" from https://github.com/kosugi11037/bert-int and place it to resources/Datasets
 3. Download "wiki-news-300d-1M.vec" from https://fasttext.cc/docs/en/english-vectors.html and place it to matching/OpenEA/run
-
-In case of problems or questions, please report an issue, or contact Vasilis Efthymiou (vefthym AT ics DOT forth DOT gr).