diff --git a/src/main/python/fine_tuning/reconstruct_robus04_tuned_run.py b/src/main/python/fine_tuning/reconstruct_robus04_tuned_run.py
index 8b5416ac8..d963d0233 100644
--- a/src/main/python/fine_tuning/reconstruct_robus04_tuned_run.py
+++ b/src/main/python/fine_tuning/reconstruct_robus04_tuned_run.py
@@ -69,19 +69,17 @@
         out.close()
 
     # Generate run for each fold using tuned parameters.
+    folds_run_files = []
     for i in range(len(folds)):
-        #print(f'target/appassembler/bin/SearchCollection -topicreader Trec -index {index} '
-        #      f'-topics topics.robust04.fold{i} -output {args.output}.fold{i} -hits 1000 {params[i]}')
         os.system(f'target/appassembler/bin/SearchCollection -topicreader Trec -index {index} '
                   f'-topics topics.robust04.fold{i} -output {args.output}.fold{i} -hits 1000 {params[i]}')
+        folds_run_files.append(f'{args.output}.fold{i}')
 
     # Concatenate all partial run files together.
     print('Concatenating the following files:')
     with open(args.output, 'w') as outfile:
-        for fname in glob.glob(f'{args.output}.fold*'):
+        for fname in folds_run_files:
             print(f' - {fname}')
-            #if fname.for fname in folds_run_files:
             with open(fname) as infile:
                 outfile.write(infile.read())
-    print(f'Done! Finished writing {args.output}')
-
+    print(f'Finished writing {args.output}')
diff --git a/src/main/resources/fine_tuning/params/params.map.robust04-paper1-folds.bm25+ax.json b/src/main/resources/fine_tuning/params/params.map.robust04-paper1-folds.bm25+ax.json
index ac92ee89f..a486ff593 100644
--- a/src/main/resources/fine_tuning/params/params.map.robust04-paper1-folds.bm25+ax.json
+++ b/src/main/resources/fine_tuning/params/params.map.robust04-paper1-folds.bm25+ax.json
@@ -1,2 +1,2 @@
-[ "-bm25 -axiom -bm25.k1 0.8 -bm25.b 0.55 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.35 -axiom.top 50",
-  "-bm25 -axiom -bm25.k1 0.8 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25" ]
+[ "-bm25 -axiom -bm25.k1 0.8 -bm25.b 0.55 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.35 -axiom.top 50",
+  "-bm25 -axiom -bm25.k1 0.8 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25" ]
diff --git a/src/main/resources/fine_tuning/params/params.map.robust04-paper2-folds.bm25+ax.json b/src/main/resources/fine_tuning/params/params.map.robust04-paper2-folds.bm25+ax.json
index 7ae63d34f..5d2834a44 100644
--- a/src/main/resources/fine_tuning/params/params.map.robust04-paper2-folds.bm25+ax.json
+++ b/src/main/resources/fine_tuning/params/params.map.robust04-paper2-folds.bm25+ax.json
@@ -1,5 +1,5 @@
-[ "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
-  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
-  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
-  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.60 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 15 -axiom.n 30 -axiom.beta 0.35 -axiom.top 45",
-  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.55 -rerankCutoff 50 -axiom.deterministic -axiom.n 30 -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 50" ]
+[ "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
+  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
+  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.50 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 25",
+  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.60 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 15 -axiom.n 30 -axiom.beta 0.35 -axiom.top 45",
+  "-bm25 -axiom -bm25.k1 0.80 -bm25.b 0.55 -rerankCutoff 50 -axiom.deterministic -axiom.seed 42 -axiom.r 10 -axiom.n 30 -axiom.beta 0.30 -axiom.top 50" ]