diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7fcf5c6dea6..0c86ef826c9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,12 +15,14 @@ Note that this project **does not** adhere to [Semantic Versioning](http://semve
 
 ### Changed
 
+- We changed the list of CSL styles to those that support formatting bibliographies [#8421](https://github.com/JabRef/jabref/issues/8421) [citeproc-java#116](https://github.com/michel-kraemer/citeproc-java/issues/116)
 - The CSL preview styles now also support displaying data from cross references entries that are linked via the `crossref` field [#7378](https://github.com/JabRef/jabref/issues/7378)
 - We made the Search button in Web Search wider. We also skewed the panel titles to the left [#8397](https://github.com/JabRef/jabref/issues/8397)
 - We introduced a preference to disable fulltext indexing [#8468](https://github.com/JabRef/jabref/issues/8468)
 
 ### Fixed
 
+- We fixed an issue wehre long article numbers in the `pages` field would cause an exception and preventing the citation style to display [#8381](https://github.com/JabRef/jabref/issues/8381), [citeproc-java](https://github.com/michel-kraemer/citeproc-java/issues/114)
 - We fixed an issue where an exception could occur when saving the preferences [#7614](https://github.com/JabRef/jabref/issues/7614)
 - We fixed an issue where "Copy DOI url" in the right-click menu of the Entry List would just copy the DOI and not the DOI url. [#8389](https://github.com/JabRef/jabref/issues/8389)
 - We fixed an issue where opening the console from the drop-down menu would cause an exception. [#8466](https://github.com/JabRef/jabref/issues/8466)
diff --git a/build.gradle b/build.gradle
index 8e89ab5be35..84f4285bad0 100644
--- a/build.gradle
+++ b/build.gradle
@@ -181,7 +181,7 @@ dependencies {
     implementation "org.tinylog:slf4j-tinylog:2.4.1"
     implementation "org.tinylog:tinylog-impl:2.4.1"
 
-    implementation 'de.undercouch:citeproc-java:3.0.0-alpha.3'
+    implementation 'de.undercouch:citeproc-java:3.0.0-alpha.4'
 
     // jakarta.activation is already depdency of glassfish
     implementation group: 'jakarta.xml.bind', name: 'jakarta.xml.bind-api', version: '3.0.1'
diff --git a/src/main/java/org/jabref/logic/citationstyle/CitationStyle.java b/src/main/java/org/jabref/logic/citationstyle/CitationStyle.java
index e467dae04d1..bea31d40afd 100644
--- a/src/main/java/org/jabref/logic/citationstyle/CitationStyle.java
+++ b/src/main/java/org/jabref/logic/citationstyle/CitationStyle.java
@@ -23,6 +23,7 @@
 
 import org.jabref.logic.util.StandardFileType;
 
+import de.undercouch.citeproc.CSL;
 import de.undercouch.citeproc.helper.CSLUtils;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
@@ -154,6 +155,14 @@ private static List<CitationStyle> discoverCitationStylesInPath(Path path) throw
         try (Stream<Path> stream = Files.find(path, 1, (file, attr) -> file.toString().endsWith("csl"))) {
             return stream.map(Path::getFileName)
                          .map(Path::toString)
+                         .filter(style -> {
+                             try {
+                                return CSL.canFormatBibliographies(style);
+                            } catch (IOException e) {
+                                LOGGER.warn("Cannot parse CSL style {}", style, e);
+                                return false;
+                            }
+                         })
                          .map(CitationStyle::createCitationStyleFromFile)
                          .filter(Optional::isPresent)
                          .map(Optional::get)