diff --git a/autointent/_datafiles/default-multiclass-config.yaml b/autointent/_datafiles/default-multiclass-config.yaml
index d38074ac3..96c74057b 100644
--- a/autointent/_datafiles/default-multiclass-config.yaml
+++ b/autointent/_datafiles/default-multiclass-config.yaml
@@ -6,7 +6,7 @@
       k: [10]
       embedder_name:
         - avsolatorio/GIST-small-Embedding-v0
-        - infgrad/stella-base-en-v2
+        - sergeyzh/rubert-tiny-turbo
 - node_type: scoring
   target_metric: scoring_roc_auc
   search_space:
@@ -16,7 +16,6 @@
     - module_name: linear
     - module_name: dnnc
       cross_encoder_name:
-        - BAAI/bge-reranker-base
         - cross-encoder/ms-marco-MiniLM-L-6-v2
       k: [1, 3, 5, 10]
 - node_type: decision
diff --git a/autointent/_datafiles/inference-config-example.yaml b/autointent/_datafiles/inference-config-example.yaml
index 1b4852009..ef81188ff 100644
--- a/autointent/_datafiles/inference-config-example.yaml
+++ b/autointent/_datafiles/inference-config-example.yaml
@@ -2,7 +2,7 @@
   module_name: retrieval
   module_config:
     k: 10
-    model_name: infgrad/stella-base-en-v2
+    model_name: sergeyzh/rubert-tiny-turbo
   load_path: .
 - node_type: scoring
   module_name: knn
diff --git a/user_guides/advanced/02_search_space.py b/user_guides/advanced/02_search_space.py
index 032d8af4e..c2531cd94 100644
--- a/user_guides/advanced/02_search_space.py
+++ b/user_guides/advanced/02_search_space.py
@@ -24,7 +24,7 @@
 knn_module = {
     "module_name": "knn",
     "k": [1, 5, 10, 50],
-    "embedder_name": ["avsolatorio/GIST-small-Embedding-v0", "infgrad/stella-base-en-v2"],
+    "embedder_name": ["sergeyzh/rubert-tiny-turbo"],
 }
 
 # %% [markdown]
@@ -78,7 +78,7 @@
             {
                 "module_name": "retrieval",
                 "k": [10],
-                "embedder_name": ["avsolatorio/GIST-small-Embedding-v0", "infgrad/stella-base-en-v2"],
+                "embedder_name": ["avsolatorio/GIST-small-Embedding-v0", "sergeyzh/rubert-tiny-turbo"],
             }
         ],
     },
@@ -90,7 +90,7 @@
             {"module_name": "linear"},
             {
                 "module_name": "dnnc",
-                "cross_encoder_name": ["BAAI/bge-reranker-base", "cross-encoder/ms-marco-MiniLM-L-6-v2"],
+                "cross_encoder_name": ["cross-encoder/ms-marco-MiniLM-L-6-v2"],
                 "k": [1, 3, 5, 10],
             },
         ],
diff --git a/user_guides/advanced/04_reporting.py b/user_guides/advanced/04_reporting.py
index 2f04f70a8..868153d55 100644
--- a/user_guides/advanced/04_reporting.py
+++ b/user_guides/advanced/04_reporting.py
@@ -14,7 +14,7 @@
             {
                 "module_name": "retrieval",
                 "k": [10],
-                "embedder_name": ["avsolatorio/GIST-small-Embedding-v0", "infgrad/stella-base-en-v2"],
+                "embedder_name": ["avsolatorio/GIST-small-Embedding-v0", "sergeyzh/rubert-tiny-turbo"],
             }
         ],
     },
@@ -26,7 +26,7 @@
             {"module_name": "linear"},
             {
                 "module_name": "dnnc",
-                "cross_encoder_name": ["BAAI/bge-reranker-base", "cross-encoder/ms-marco-MiniLM-L-6-v2"],
+                "cross_encoder_name": ["cross-encoder/ms-marco-MiniLM-L-6-v2"],
                 "k": [1, 3, 5, 10],
             },
         ],