update README

Author: BatyLeo

README.md

@@ -5,4 +5,14 @@
 [![Coverage](https://codecov.io/gh/JuliaDecisionFocusedLearning/DecisionFocusedLearningBenchmarks.jl/branch/main/graph/badge.svg)](https://app.codecov.io/gh/JuliaDecisionFocusedLearning/DecisionFocusedLearningBenchmarks.jl)
 [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/JuliaDiff/BlueStyle)
 
-Set of benchmark problems to be solved with [DecisionFocusedLearning.jl](https://github.com/JuliaDecisionFocusedLearning/DecisionFocusedLearning.jl)
+This repository contains a collection of benchmark problems for decision-focused learning algorithms.
+It provides a common interface for creating datasets, associated statistical models and combinatorial optimization maximizers for building decision-focused learning pipelines.
+They can be used for instance as benchmarks for tools in [InferOpt.jl](https://github.com/JuliaDecisionFocusedLearning/InferOpt.jl), but can be used in any other context as well.
+
+Currently, this package provides the following benchmark problems (many more to come!):
+- `SubsetSelectionBenchmark`: a minimalist subset selection problem.
+- `FixedSizeShortestPathBenchmark`: shortest path problem with on a graph with fixed size.
+- `WarcraftBenchmark`: shortest path problem on image maps
+- `PortfolioOptimizationBenchmark`: portfolio optimization problem.
+
+See the [documentation](https://JuliaDecisionFocusedLearning.github.io/DecisionFocusedLearningBenchmarks.jl/stable/) for more details.