diff --git a/experiments/.DS_Store b/experiments/.DS_Store
index 84e75920d9c6e8460be55b95d8bb719a22fdb85c..d7cc6a5930c1d2f11ba8895c4392a124cd2066bc 100644
Binary files a/experiments/.DS_Store and b/experiments/.DS_Store differ
diff --git a/experiments/TOD_ontology_evaluation.py b/experiments/TOD_ontology_evaluation.py
index 90c062eab04a1bf0df5770ed89efc11fd6ca64f2..7cffa384b6ecf39159e1cf109c05dfc716a6b4c7 100644
--- a/experiments/TOD_ontology_evaluation.py
+++ b/experiments/TOD_ontology_evaluation.py
@@ -73,7 +73,7 @@ def main():
         common_config_suffix = os.path.commonprefix([c[::-1] for c in args.config_name_list])[::-1]
         args.config_name = args.config_name_list[0] + "_" + "_plus_".join([text.removeprefix(common_config_prefix).removesuffix(common_config_suffix) for text in  args.config_name_list[1:]])
     
-    logger = setup_logging("zeroshot_evaluation_" + args.config_name)
+    logger = setup_logging("evaluation_" + args.config_name)
 
 
     #load the config(s)
@@ -125,7 +125,7 @@ def main():
     result_filename += args.config_name
     if args.seed and not "seed" in args.config_name:
         result_filename += "_seed_" + str(args.seed)
-    result_filename += "_LLM_zeroshot_TOD_ontology_inference_results"
+    result_filename += "_LLM_TOD_ontology_inference_results"
     checkpoint_filename = result_filename + "_checkpoint"
     if config.predict_for_cot_decoding:
         result_filename += ".pt"
@@ -145,7 +145,7 @@ def main():
             result_filename += config_name
             if args.seed and not "seed" in config_name:
                 result_filename += "_seed_" + str(args.seed)
-            result_filename += "_LLM_zeroshot_TOD_ontology_inference_results.json"
+            result_filename += "_LLM_TOD_ontology_inference_results.json"
             checkpoint_filename = result_filename.replace(".json", "_checkpoint.json")
             if config.predict_for_cot_decoding:
                 result_filename = result_filename.replace(".json", ".pt")
@@ -406,7 +406,7 @@ def main():
         evaluation_filename += "_cot_" + aggregation_strategy + "_disp" + str(disparity_threshold)
     if args.k_branches_to_use:
         evaluation_filename += "_k_branches_" + str(args.k_branches_to_use)
-    evaluation_filename += "_LLM_zeroshot_TOD_ontology_evaluation_" + "results.json"
+    evaluation_filename += "_LLM_TOD_ontology_evaluation_" + "results.json"
     config_filename = "evaluation/" + args.config_name + "_config.json"
 
     logger.info("Saving evaluation results")
diff --git a/experiments/TOD_ontology_inference.py b/experiments/TOD_ontology_inference.py
index fa9bf591fd92a588be4ecc0ced39a8cc86e55af4..867d04d9bef372db60b872f8f2da98a81d2c171f 100644
--- a/experiments/TOD_ontology_inference.py
+++ b/experiments/TOD_ontology_inference.py
@@ -56,7 +56,7 @@ def main():
     args = parser.parse_args()
 
     #setup logging
-    logger = setup_logging("zeroshot_inference_" + args.config_name)
+    logger = setup_logging("inference_" + args.config_name)
 
     logger.info(f"Running with config: {args.config_name}")
 
@@ -92,8 +92,8 @@ def main():
     result_filename += args.config_name
     if args.seed and "seed" not in args.config_name:
         result_filename += "_seed_" + str(args.seed)
-    checkpoint_filename = result_filename + "_LLM_zeroshot_TOD_ontology_inference_results_checkpoint.json"
-    result_filename += "_LLM_zeroshot_TOD_ontology_inference_results.json"
+    checkpoint_filename = result_filename + "_LLM_TOD_ontology_inference_results_checkpoint.json"
+    result_filename += "_LLM_TOD_ontology_inference_results.json"
     config_filename = "results/" + args.config_name + "_config.json"
 
     if config.predict_for_cot_decoding or config.analyse_top_k_tokens: