diff --git a/docs/source/citation.rst b/docs/source/citation.rst
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--- a/docs/source/citation.rst
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@@ -2,7 +2,7 @@ Citing GBOML
 ------------
 An early version of the GBOML framework was introduced in a paper: https://www.frontiersin.org/articles/10.3389/fenrg.2021.671279/full.
 GBOML software has been published in the Journal of Open-Source Software : https://joss.theoj.org/papers/10.21105/joss.04158.
-The inner workings of GBOML and a benchmark have been discussed in a recent paper published in Optimization Methods and Software : https://www.tandfonline.com/doi/full/10.1080/10556788.2023.2246169 .
+The inner workings of GBOML and a benchmark have been discussed in a recent paper published in Optimization Methods and Software : https://www.tandfonline.com/doi/full/10.1080/10556788.2023.2246169.
 
 To cite the software :
 
diff --git a/docs/source/references.rst b/docs/source/references.rst
index 3a35a2e7ce23095ce059c4df0df23df4b8b5e2b3..6b6dc7796369e518ae029319ba2b866d1ea6436d 100644
--- a/docs/source/references.rst
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@@ -1,12 +1,12 @@
 Models and papers that use GBOML
 ===================================
 
-* Berger et al. 2021, Remote Renewable Hubs for Carbon-Neutral Synthetic Fuel Production, https://www.frontiersin.org/articles/10.3389/fenrg.2021.671279/full . The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/remote_energy_supply_chain .
+* Berger et al. 2021, Remote Renewable Hubs for Carbon-Neutral Synthetic Fuel Production, https://www.frontiersin.org/articles/10.3389/fenrg.2021.671279/full. The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/remote_energy_supply_chain.
 
-* Cauz et al. 2023, Reinforcement Learning for Joint Design and Control of Battery-PV Systems, https://arxiv.org/pdf/2307.04244.pdf .
+* Cauz et al. 2023, Reinforcement Learning for Joint Design and Control of Battery-PV Systems, https://arxiv.org/pdf/2307.04244.pdf.
 
-* Dachet et al. 2023, Towards CO2 valorization in a multi remote renewable energy hub framework, https://arxiv.org/pdf/2303.09454.pdf . The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/towards_co2_valorization .
+* Dachet et al. 2023, Towards CO2 valorization in a multi remote renewable energy hub framework, https://arxiv.org/pdf/2303.09454.pdf. The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/towards_co2_valorization.
 
-* Fonder et al. 2023, Synthetic methane for closing the carbon loop: Comparative study of three carbon sources for remote carbon-neutral fuel synthetization, https://arxiv.org/pdf/2310.01964.pdf . The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/synthetic_methane_morocco/gboml_models .
+* Fonder et al. 2023, Synthetic methane for closing the carbon loop: Comparative study of three carbon sources for remote carbon-neutral fuel synthetization, https://arxiv.org/pdf/2310.01964.pdf. The model can be found at : https://gitlab.uliege.be/smart_grids/public/gboml/-/tree/master/examples/synthetic_methane_morocco/gboml_models.
 
-If you have a model that you would like to add to the list. Please contact us on gitlab: https://gitlab.uliege.be/smart_grids/public/gboml .
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+If you have a model that you would like to add to the list. Please contact us on gitlab: https://gitlab.uliege.be/smart_grids/public/gboml.
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