diff --git a/browser/links.yml b/browser/links.yml
index 9d47b2d..7786968 100644
--- a/browser/links.yml
+++ b/browser/links.yml
@@ -2,7 +2,7 @@ dataset:
   display_name: Dataset
   links:
     - display_name: Tutorial Post-hoc Analysis of Test Collections with ir_datasets
-      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-01-ir-datasets.ipynb
+      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-ir-datasets.ipynb
       target: _blank
   components:
     args_me:
@@ -280,7 +280,7 @@ document_processing:
       component_type: [TIREx, Tutorial]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-research-medical-classification.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-medical-classification.ipynb
           target: _blank
         - display_name: Paper
           href: https://webis.de/publications.html?q=health#schlatt_2022a
@@ -292,7 +292,7 @@ document_processing:
       component_type: [Tutorial]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-03-stemming.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-stemming.ipynb
           target: _blank
       components:
         porter_stemmer:
@@ -301,7 +301,7 @@ document_processing:
           component_type: [Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-03-stemming.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-stemming.ipynb
               target: _blank
         krovetz_stemmer:
           display_name: KrovetzStemmer
@@ -309,7 +309,7 @@ document_processing:
           component_type: [Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-03-stemming.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-stemming.ipynb
               target: _blank
         lemmatization:
           display_name: Lemmatization
@@ -317,7 +317,7 @@ document_processing:
           component_type: [Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-04-lemmatization.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-lemmatization.ipynb
               target: _blank
 
     stopword_removal:
@@ -326,7 +326,7 @@ document_processing:
       component_type: [Tutorial]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-02-stopword-lists.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-stopword-lists.ipynb
           target: _blank
 
 query_processing:
@@ -338,7 +338,7 @@ query_processing:
       focus_type: [Recall]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-05-query-expansion.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-expansion.ipynb
           target: _blank
         - display_name: PyTerrier Documentation
           href: https://pyterrier.readthedocs.io/en/latest/rewrite.html
@@ -363,7 +363,7 @@ query_processing:
           tirex_submission_id: ir-benchmarks/ows/query-segmentation-hyb-a
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
         hyb_b:
@@ -373,7 +373,7 @@ query_processing:
           tirex_submission_id: ir-benchmarks/ows/query-segmentation-hyb-b
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
         hyb_i:
@@ -383,7 +383,7 @@ query_processing:
           tirex_submission_id: ir-benchmarks/ows/query-segmentation-hyb-i
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
         wt_snp:
@@ -392,7 +392,7 @@ query_processing:
           component_type: [TIREx, Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
         wiki:
@@ -401,7 +401,7 @@ query_processing:
           component_type: [TIREx, Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
         naive:
@@ -410,7 +410,7 @@ query_processing:
           component_type: [TIREx, Tutorial]
           links:
             - display_name: Tutorial
-              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-07-query-segmentation.ipynb
+              href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-segmentation.ipynb
               target: _blank
 
     query_performance_prediction:
@@ -421,7 +421,7 @@ query_processing:
           href: https://github.com/Zendelo/QPP-EnhancedEval/tree/main/code/qpptk
           target: _blank
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
           target: _blank
       components:
         avg_idf:
@@ -429,84 +429,84 @@ query_processing:
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         avg_scq:
           display_name: avg-scq
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         avg_var:
           display_name: avg-var
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         clarity:
           display_name: clarity
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         max_idf:
           display_name: max-idf
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         max_scq:
           display_name: max-scq
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         max_var:
           display_name: max-var
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         nqc:
           display_name: nqc
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         scq:
           display_name: scq
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         smv:
           display_name: smv
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         var:
           display_name: var
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
         wig:
           display_name: wig
           component_type: [TIREx, Tutorial]
           links:
           - display_name: Tutorial
-            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-08-query-performance-prediction.ipynb
+            href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-query-performance-prediction.ipynb
             target: _blank
 
     health_classification:
@@ -514,7 +514,7 @@ query_processing:
       component_type: [TIREx, Tutorial]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-research-medical-classification.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-medical-classification.ipynb
           target: _blank
         - display_name: Paper
           href: https://webis.de/publications.html?q=health#schlatt_2022a
@@ -902,27 +902,27 @@ reranking:
 evaluation:
   display_name: Evaluation
   links:
-    - display_name: IR-Measures Paper
+    - display_name: ir-measures Paper
       href: https://link.springer.com/chapter/10.1007/978-3-030-99739-7_38
       target: _blank
-    - display_name: IR-Measures Demo
+    - display_name: ir-measures Demo
       href: https://demo.ir-measur.es/reverse
       target: _blank
-    - display_name: Tutorial Post-hoc Analysis of Test Collections with ir_datasets
-      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-01-ir-datasets.ipynb
+    - display_name: Tutorial on Post-hoc Analysis of Test Collections with ir_datasets
+      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-ir-datasets.ipynb
       target: _blank
     - display_name: Tutorial on Statistical Analysis
-      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-10-statistical-analysis.ipynb
+      href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-statistical-analysis.ipynb
       target: _blank
   components:
     bpref:
       display_name: Bpref
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=Bpref
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
         - display_name: Paper
@@ -947,10 +947,10 @@ evaluation:
       display_name: MAP
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=MAP
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
         - display_name: Criticism of MAP
@@ -963,10 +963,10 @@ evaluation:
       display_name: MRR
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=RR
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
         - display_name: Criticism of MRR
@@ -982,10 +982,10 @@ evaluation:
       display_name: nDCG
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=nDCG@10
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
         - display_name: Paper
@@ -995,20 +995,20 @@ evaluation:
       display_name: Precision@k
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=P@10
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
     recall:
       display_name: Recall@k
       component_type: [TIREx]
       links:
-        - display_name: IR-Measures Explorer
+        - display_name: ir-measures Explorer
           href: https://demo.ir-measur.es/explore?measure=R@10
           target: _blank
-        - display_name: Reverse IR-Measures Demo
+        - display_name: Reverse ir-measures Demo
           href: https://demo.ir-measur.es/reverse
           target: _blank
     reproducibility:
@@ -1029,5 +1029,5 @@ evaluation:
       component_type: [Code]
       links:
         - display_name: Tutorial
-          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-10-statistical-analysis.ipynb
+          href: https://github.com/tira-io/teaching-ir-with-shared-tasks/blob/main/tutorials/tutorial-statistical-analysis.ipynb
           target: _blank