diff --git a/3_matcher_development/3_matching_with_jena.md b/3_matcher_development/3_matching_with_jena.md
index e538271863..d4ed209539 100644
--- a/3_matcher_development/3_matching_with_jena.md
+++ b/3_matcher_development/3_matching_with_jena.md
@@ -140,5 +140,5 @@ And because `Adrenal Glands` appears in `mynamespace:description` it is also not
 Those `TextExtractor`s are often used in matching components where a textual description of a resource is necessary.
 This is the case for e.g. transformer-based components like [`TransformersFilter`](https://github.com/dwslab/melt/blob/master/matching-ml/src/main/java/de/uni_mannheim/informatik/dws/melt/matching_ml/python/nlptransformers/TransformersFilter.java).
 
-For testing the extractors on real world data, you can use class [`ManualInspection`](https://github.com/dwslab/melt/blob/master/matching-jena-matchers/src/test/java/de/uni_mannheim/informatik/dws/melt/matching_jena_matchers/util/textExtractors/ManualInspection.java)
+For testing the extractors on real world data, you can use class [`ManualInspection`](https://github.com/dwslab/melt/blob/master/matching-jena-matchers/src/main/java/de/uni_mannheim/informatik/dws/melt/matching_jena_matchers/util/textExtractors/ManualInspection.java)
 which is contained in the **test** scope of the jena-matchers project. A usage example of of this class can be found in [`ManualInspectionMain`](https://github.com/dwslab/melt/blob/master/matching-jena-matchers/src/test/java/de/uni_mannheim/informatik/dws/melt/matching_jena_matchers/util/textExtractors/ManualInspectionMain.java).
\ No newline at end of file
diff --git a/8_cite_melt.md b/8_cite_melt.md
index 59fdb4a580..9c00fa51c1 100644
--- a/8_cite_melt.md
+++ b/8_cite_melt.md
@@ -12,10 +12,8 @@ Please cite MELT if you use the framework in academic work. Publications related
 [MELT - Matching EvaLuation Toolkit](https://link.springer.com/content/pdf/10.1007%2F978-3-030-33220-4_17.pdf)
 
 ```
-@inproceedings{hertling2019melt,
-{% raw %}
-  title     = {{MELT} - Matching EvaLuation Toolkit},
-{% endraw %}
+@inproceedings{hertling2019melt,{% raw %}
+  title     = {{MELT} - Matching EvaLuation Toolkit},{% endraw %}
   author    = {Sven Hertling and Jan Portisch and Heiko Paulheim},
   year      = {2019},
   booktitle = {International conference on semantic systems (SEMANTICS)},
@@ -41,16 +39,14 @@ The accompanying presentation can be found in the <a href="https://github.com/dw
 ## MELT-ML
 [Supervised Ontology and Instance Matching with MELT](https://arxiv.org/pdf/2009.11102.pdf)
 ```
-@inproceedings{hertling2020supervised,
-{% raw %}
+@inproceedings{hertling2020supervised, {% raw %}
   title     = {Supervised ontology and instance matching with {MELT}},
   author    = {Sven Hertling and Jan Portisch and Heiko Paulheim},
-  year      = {2020}
+  year      = {2020},
   booktitle = {Ontology Matching Workshop @ ISWC},
   series    = {{CEUR} Workshop Proceedings},
   volume    = {2788},
-  pages     = {60--71},
-{% endraw %}
+  pages     = {60--71}{% endraw %}
 }
 ``` 
 The accompanying presentation can be found in the <a href="https://github.com/dwslab/melt/blob/master/documentation/supervised_ontology_and_instance_matching_with_melt.pdf">documentation directory</a>.<br/>
@@ -66,9 +62,6 @@ The accompanying presentation can be found in the <a href="https://github.com/dw
   booktitle = {The Semantic Web: ESWC 2020 Satellite Events},
   pages={186--190},
 }
-
-
-Portisch, Jan; Hertling, Sven; Paulheim, Heiko. Visual Analysis of Ontology Matching Results with the MELT Dashboard. ESWC 2020 - Posters and Demos. Heraklion, Greece. 2020.
-``` 
+```
 The poster can be found in the <a href="https://github.com/dwslab/melt/blob/master/documentation/eswc_2020_melt_dashboard_poster.pdf">documentation directory</a>.<br/>
 A simple demo for the <a href="http://oaei.ontologymatching.org/2019/anatomy/index.html">OAEI 2019 Anatomy</a> and <a href="http://oaei.ontologymatching.org/2019/conference/index.html">OAEI 2019 Conference</a> tracks can be found <a href="https://dwslab.github.io/melt/anatomy_conference_dashboard.html">here</a>.<br/>
diff --git a/9_contribute/0_contribute.md b/9_contribute/0_contribute.md
index a051de60ff..aa42f7d7a9 100644
--- a/9_contribute/0_contribute.md
+++ b/9_contribute/0_contribute.md
@@ -21,7 +21,7 @@ In case you experience any (potential) bugs, [open an issue on GitHub](https://g
 For specific questions, feel free to contact the authors of the [main paper](https://dwslab.github.io/melt/cite-melt) (or the paper addressing the component you have a question about).
 
 ## Improve the Documentation
-You do not have to be a programmer to help MELT. You can easily help us by improving the documentation (this user guide). The contents of the guide are managed through GitHub; just go to the [MELT gh-pages branch](https://github.com/dwslab/melt/tree/gh-pages). There, you will find a [markdown](https://en.wikipedia.org/wiki/Markdown) file for every page in this user guide. The markdown file for this page, for instance can be found here: [https://github.com/dwslab/melt/blob/gh-pages/8_contribute/0_contribute.md](https://github.com/dwslab/melt/blob/gh-pages/8_contribute/0_contribute.md)
+You do not have to be a programmer to help MELT. You can easily help us by improving the documentation (this user guide). The contents of the guide are managed through GitHub; just go to the [MELT gh-pages branch](https://github.com/dwslab/melt/tree/gh-pages). There, you will find a [markdown](https://en.wikipedia.org/wiki/Markdown) file for every page in this user guide. The markdown file for this page, for instance can be found here: [https://github.com/dwslab/melt/blob/gh-pages/9_contribute/0_contribute.md](https://github.com/dwslab/melt/blob/gh-pages/9_contribute/0_contribute.md)
 
 You can easily change files directly in your Web browser by clicking on the edit pencil as shown in the following screen shot: