Update README.md

README.md

@@ -12,4 +12,14 @@ configs:
     data_files:
       - split: val
         path: data/MassSpecGym.tsv
----
+---
+
+<p align="center">
+  <img src="assets/MassSpecGym_abstract.svg" width="80%"/>
+</p>
+
+MassSpecGym provides three challenges for benchmarking the discovery and identification of new molecules from MS/MS spectra. The provided challenges abstract the process of scientific discovery from biological and environmental samples into well-defined machine learning problems.
+
+Please refer to the [MassSpecGym GitHub page](https://github.com/pluskal-lab/MassSpecGym) for details.
+
+📣 The paper will be available soon!