diff --git a/annotators/relative_persona_extractor/test.py b/annotators/relative_persona_extractor/test.py
index 4ab99aa2b1..ad5a87fa6f 100644
--- a/annotators/relative_persona_extractor/test.py
+++ b/annotators/relative_persona_extractor/test.py
@@ -19,19 +19,19 @@ def main():
     }
     gold = [
         {
-            "max_similarity": 0.695,
+            "max_similarity": 0.551,
             "persona": [
                 "I like Italian food especially pasta and pizza.",
+                "I like visiting interesting places virtually.",
                 "I like to watch football and basketball on TV.",
-                "I like watching travel video blogs.",
             ],
         },
         {
-            "max_similarity": 0.645,
+            "max_similarity": 0.474,
             "persona": [
+                "I like visiting interesting places virtually.",
                 "I like watching travel video blogs.",
-                "I like to watch football and basketball on TV.",
-                "I like Italian food especially pasta and pizza.",
+                "I like travelling.",
             ],
         },
     ]
diff --git a/assistant_dists/ai_faq_assistant/docker-compose.override.yml b/assistant_dists/ai_faq_assistant/docker-compose.override.yml
index b5131f6d5c..36778b0e96 100644
--- a/assistant_dists/ai_faq_assistant/docker-compose.override.yml
+++ b/assistant_dists/ai_faq_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/da_costa_clothes_assistant/docker-compose.override.yml b/assistant_dists/da_costa_clothes_assistant/docker-compose.override.yml
index 6040c97d8c..d8accafa89 100644
--- a/assistant_dists/da_costa_clothes_assistant/docker-compose.override.yml
+++ b/assistant_dists/da_costa_clothes_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/deepy_assistant/docker-compose.override.yml b/assistant_dists/deepy_assistant/docker-compose.override.yml
index 0859b8303c..01913ec23f 100644
--- a/assistant_dists/deepy_assistant/docker-compose.override.yml
+++ b/assistant_dists/deepy_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream/docker-compose.override.yml b/assistant_dists/dream/docker-compose.override.yml
index daed4763ec..89e6fc34c1 100644
--- a/assistant_dists/dream/docker-compose.override.yml
+++ b/assistant_dists/dream/docker-compose.override.yml
@@ -1276,7 +1276,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream_mini/docker-compose.override.yml b/assistant_dists/dream_mini/docker-compose.override.yml
index 923fcf776e..af3b4fb5e2 100644
--- a/assistant_dists/dream_mini/docker-compose.override.yml
+++ b/assistant_dists/dream_mini/docker-compose.override.yml
@@ -177,7 +177,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream_mini_persona_based/docker-compose.override.yml b/assistant_dists/dream_mini_persona_based/docker-compose.override.yml
index 50cb7ce157..e2083e35ce 100644
--- a/assistant_dists/dream_mini_persona_based/docker-compose.override.yml
+++ b/assistant_dists/dream_mini_persona_based/docker-compose.override.yml
@@ -179,7 +179,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream_multimodal/docker-compose.override.yml b/assistant_dists/dream_multimodal/docker-compose.override.yml
index f55e0ec73d..3dcd4c7b8e 100644
--- a/assistant_dists/dream_multimodal/docker-compose.override.yml
+++ b/assistant_dists/dream_multimodal/docker-compose.override.yml
@@ -181,7 +181,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream_persona_openai_prompted/docker-compose.override.yml b/assistant_dists/dream_persona_openai_prompted/docker-compose.override.yml
index 1a1056e6ca..8672d1c767 100644
--- a/assistant_dists/dream_persona_openai_prompted/docker-compose.override.yml
+++ b/assistant_dists/dream_persona_openai_prompted/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/dream_persona_prompted/docker-compose.override.yml b/assistant_dists/dream_persona_prompted/docker-compose.override.yml
index d3d8abc9a3..08ee32372f 100644
--- a/assistant_dists/dream_persona_prompted/docker-compose.override.yml
+++ b/assistant_dists/dream_persona_prompted/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/empathetic_marketing_assistant/docker-compose.override.yml b/assistant_dists/empathetic_marketing_assistant/docker-compose.override.yml
index e9e1941336..5c81495db1 100644
--- a/assistant_dists/empathetic_marketing_assistant/docker-compose.override.yml
+++ b/assistant_dists/empathetic_marketing_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/fairytale_assistant/docker-compose.override.yml b/assistant_dists/fairytale_assistant/docker-compose.override.yml
index 1adbe95a82..ac68373abb 100644
--- a/assistant_dists/fairytale_assistant/docker-compose.override.yml
+++ b/assistant_dists/fairytale_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/nutrition_assistant/docker-compose.override.yml b/assistant_dists/nutrition_assistant/docker-compose.override.yml
index df99c55ae4..7409ab7201 100644
--- a/assistant_dists/nutrition_assistant/docker-compose.override.yml
+++ b/assistant_dists/nutrition_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/rhodes_coaching_assistant/docker-compose.override.yml b/assistant_dists/rhodes_coaching_assistant/docker-compose.override.yml
index 1c7789a424..3da1bfb5de 100644
--- a/assistant_dists/rhodes_coaching_assistant/docker-compose.override.yml
+++ b/assistant_dists/rhodes_coaching_assistant/docker-compose.override.yml
@@ -133,7 +133,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/assistant_dists/universal_prompted_assistant/docker-compose.override.yml b/assistant_dists/universal_prompted_assistant/docker-compose.override.yml
index ba99cea0e4..f0cb0f2e89 100644
--- a/assistant_dists/universal_prompted_assistant/docker-compose.override.yml
+++ b/assistant_dists/universal_prompted_assistant/docker-compose.override.yml
@@ -114,7 +114,7 @@ services:
       args:
         SERVICE_PORT: 8128
         SERVICE_NAME: sentence_ranker
-        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+        PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
       context: ./services/sentence_ranker/
     command: flask run -h 0.0.0.0 -p 8128
     environment:
diff --git a/services/sentence_ranker/component.yml b/services/sentence_ranker/component.yml
index 9ab8ebb94a..1bbfa10eb4 100644
--- a/services/sentence_ranker/component.yml
+++ b/services/sentence_ranker/component.yml
@@ -8,8 +8,8 @@ sentence-ranker:
   author: DeepPavlov
   description: ranking model given as `PRETRAINED_MODEL_NAME_OR_PATH` which for a
     pair os sentences returns a float score of correspondence
-  ram_usage: 1.2G
-  gpu_usage: 2.1G
+  ram_usage: 1.5G
+  gpu_usage: 800M
   port: 8128
   endpoints:
   - group: candidate_annotators
@@ -19,7 +19,7 @@ sentence-ranker:
   build_args:
     SERVICE_PORT: 8128
     SERVICE_NAME: sentence_ranker
-    PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/bert-base-nli-mean-tokens
+    PRETRAINED_MODEL_NAME_OR_PATH: sentence-transformers/all-MiniLM-L6-v2
   date_created: '2023-03-16T09:45:32'
 sentence-ranker-multilingual:
   name: sentence_ranker
diff --git a/services/sentence_ranker/test.py b/services/sentence_ranker/test.py
index bf5346f474..edceccd95d 100644
--- a/services/sentence_ranker/test.py
+++ b/services/sentence_ranker/test.py
@@ -5,19 +5,19 @@ def test_respond():
     url = "http://0.0.0.0:8128/respond"
 
     sentence_pairs = [
-        ["Привет! Как дела?", "хорошо. а у тебя как дела?"],
-        ["Привет! Как дела?", "какой твой любимый фильм?"],
-        ["Какой твой любимый фильм?", "Гордость и предубеждение"],
-        ["Какой твой любимый фильм?", "пересматриваю Гордость и предубеждение иногда."],
-        ["Какой твой любимый фильм?", "я люблю играть в компьютерные игры."],
+        ["Hi! How are you?", "Good. How are you?"],
+        ["Hi! How are you?", "what's your favorite movie?"],
+        ["What's your favorite movie?", "Pride and Prejudice"],
+        ["What's your favorite movie?", "I watch Pride and Prejudice sometimes."],
+        ["What's your favorite movie?", "I like to play computer games."],
     ]
 
-    gold = [0.8988315, 0.62241143, 0.65046525, 0.54038674, 0.48419473]
+    gold = [0.7672719955444336, 0.15072298049926758, 0.5039470791816711, 0.4652850031852722, 0.23436866700649261]
 
     request_data = {"sentence_pairs": sentence_pairs}
     result = requests.post(url, json=request_data).json()[0]["batch"]
     for i, score in enumerate(result):
-        assert score != 0.0, f"Expected:{gold[i]}\tGot\n{score}"
+        assert round(score, 2) == round(gold[i], 2), f"Expected:{gold[i]}\tGot\n{score}"
     print("Success!")