diff --git a/docs/developer tutorials/train and evaluate models.ipynb b/docs/developer tutorials/train and evaluate models.ipynb
index c6b35dc..92db378 100644
--- a/docs/developer tutorials/train and evaluate models.ipynb	
+++ b/docs/developer tutorials/train and evaluate models.ipynb	
@@ -8,20 +8,19 @@
     "- This tutorial uses the file `multiple_model_utils.py` (in the same directory as this one) which contains the functions for training and evaluating multiple models. Please refer to the file for the implementation details!"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "!!!! IMPORTANT !!!!\n",
+    "- Run the `./start_llm_service.sh` (root of this repository) before running this notebook. This will start the Language Model service. Without this, parts of the code will not work."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 25,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/smukherjee/.pyenv/versions/3.10.14/envs/openml/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from __future__ import annotations\n",
     "import os\n",
@@ -33,8 +32,10 @@
     "import glob\n",
     "# change the path to the backend directory\n",
     "sys.path.append(os.path.join(os.path.dirname(\".\"), '../../backend/'))\n",
+    "sys.path.append(os.path.join(os.path.dirname(\".\"), '../../llm_service/'))\n",
     "from modules.utils import load_config_and_device\n",
-    "from multiple_model_utils import *\n"
+    "from multiple_model_utils import *\n",
+    "from llm_service_utils import *\n"
    ]
   },
   {
@@ -71,11 +72,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
-    "list_of_embedding_models = [\"BAAI/bge-large-en-v1.5\", \"BAAI/bge-small-en-v1.5\", \"BAAI/bge-base-en-v1.5\"]\n",
+    "list_of_embedding_models = [\"BAAI/bge-large-en-v1.5\", \"BAAI/bge-base-en-v1.5\", \"Snowflake/snowflake-arctic-embed-l\"]\n",
     "# list_of_llm_models = [\"qwen2:1.5b\", \"llama3\"]\n",
     "# list_of_llm_models = [\"llama3\"]\n",
     "list_of_llm_models = [\"qwen2:1.5b\"]"
@@ -99,8 +100,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Waiting for Ollama server to be active...\n",
-      "NAME         \tID          \tSIZE  \tMODIFIED      \n"
+      "Waiting for Ollama server to be active...\n"
      ]
     },
     {
@@ -108,7 +108,21 @@
      "output_type": "stream",
      "text": [
       "Error: listen tcp 127.0.0.1:11434: bind: address already in use\n",
-      "\u001b[?25lpulling manifest ⠋ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠙ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠹ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠸ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠼ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠴ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠦ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠧ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠇ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠏ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠋ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠙ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠹ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠸ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠼ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠴ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠦ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠧ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠇ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠏ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠋ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠙ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠹ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠸ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠼ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠴ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠦ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠧ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠇ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠏ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠋ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠙ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠹ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠸ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠼ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠴ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠦ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠧ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest \n",
+      "\u001b[?25lpulling manifest ⠋ \u001b[?25h"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME         \tID          \tSIZE  \tMODIFIED    \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠙ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠹ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠸ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠼ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠴ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠦ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest ⠧ \u001b[?25h\u001b[?25l\u001b[2K\u001b[1Gpulling manifest \n",
       "pulling 405b56374e02... 100% ▕████████████████▏ 934 MB                         \n",
       "pulling 62fbfd9ed093... 100% ▕████████████████▏  182 B                         \n",
       "pulling c156170b718e... 100% ▕████████████████▏  11 KB                         \n",
@@ -191,14 +205,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "LLM Models: 100%|██████████| 1/1 [00:00<00:00, 1911.72it/s]\n"
+      "LLM Models: 100%|██████████| 1/1 [00:00<00:00, 2252.58it/s]\n"
      ]
     },
     {
@@ -212,14 +226,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "LLM Models: 100%|██████████| 1/1 [00:00<00:00, 7037.42it/s]\n"
+      "LLM Models: 100%|██████████| 1/1 [00:00<00:00, 9258.95it/s]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Experiment BAAI_bge-small-en-v1.5_qwen2_1.5b already exists. Skipping... To disable this behavior, set use_cached_experiment = False\n"
+      "Experiment BAAI_bge-base-en-v1.5_qwen2_1.5b already exists. Skipping... To disable this behavior, set use_cached_experiment = False\n"
      ]
     },
     {
@@ -241,7 +255,7 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "QUEUEING TASKS | : 100%|██████████| 5703/5703 [00:00<00:00, 215078.01it/s]\n",
+      "QUEUEING TASKS | : 100%|██████████| 5703/5703 [00:00<00:00, 60495.69it/s]\n",
       "\n",
       "\u001b[A\n",
       "\u001b[A\n",
@@ -279,9 +293,34 @@
       "\u001b[A\n",
       "\u001b[A\n",
       "\u001b[A\n",
-      "PROCESSING TASKS | : 100%|██████████| 5703/5703 [00:10<00:00, 525.29it/s] \n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "\u001b[A\n",
+      "PROCESSING TASKS | : 100%|██████████| 5703/5703 [00:10<00:00, 563.33it/s]\n",
       "\n",
-      "COLLECTING RESULTS | : 100%|██████████| 5703/5703 [00:00<00:00, 559574.14it/s]\n"
+      "COLLECTING RESULTS | : 100%|██████████| 5703/5703 [00:00<00:00, 1131723.87it/s]\n"
      ]
     },
     {
@@ -289,7 +328,23 @@
      "output_type": "stream",
      "text": [
       "[INFO] Saving metadata to file.\n",
-      "[INFO] Loading model...\n",
+      "[INFO] Loading model...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:sentence_transformers.SentenceTransformer:You try to use a model that was created with version 2.7.0.dev0, however, your version is 2.7.0. This might cause unexpected behavior or errors. In that case, try to update to the latest version.\n",
+      "\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "[INFO] Model loaded.\n",
       "[INFO] Generating unique documents. Total documents: 960\n",
       "Number of unique documents: 933 vs Total documents: 960\n"
@@ -334,7 +389,7 @@
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       "\u001b[A\u001b[A\n",
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       "\n",
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+      "Batches: 100%|██████████| 1/1 [00:00<00:00, 18.39it/s]\n",
       "\n",
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-      "LLM Models: 100%|██████████| 1/1 [01:58<00:00, 118.77s/it]\n",
-      "Embedding Models: 100%|██████████| 3/3 [01:58<00:00, 39.61s/it]\n"
+      "Batches: 100%|██████████| 1/1 [00:00<00:00, 22.54it/s]\n",
+      "LLM Models: 100%|██████████| 1/1 [03:02<00:00, 182.56s/it]\n",
+      "Embedding Models: 100%|██████████| 3/3 [03:02<00:00, 60.86s/it]\n"
      ]
     }
    ],
@@ -1951,7 +2007,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1962,7 +2018,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1971,7 +2027,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -2001,6 +2057,11 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
+       "      <th>Snowflake_snowflake-arctic-embed-l_qwen2_1.5b</th>\n",
+       "      <td>485</td>\n",
+       "      <td>165</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>BAAI_bge-base-en-v1.5_qwen2_1.5b</th>\n",
        "      <td>550</td>\n",
        "      <td>100</td>\n",
@@ -2015,12 +2076,13 @@
        "</div>"
       ],
       "text/plain": [
-       "                                   correct  wrong\n",
-       "BAAI_bge-base-en-v1.5_qwen2_1.5b       550    100\n",
-       "BAAI_bge-large-en-v1.5_qwen2_1.5b      579     71"
+       "                                               correct  wrong\n",
+       "Snowflake_snowflake-arctic-embed-l_qwen2_1.5b      485    165\n",
+       "BAAI_bge-base-en-v1.5_qwen2_1.5b                   550    100\n",
+       "BAAI_bge-large-en-v1.5_qwen2_1.5b                  579     71"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2031,12 +2093,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
     "pd.DataFrame.from_dict(results_dict, orient='index').to_csv(\"../../data/experiments/results.csv\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/frontend/ui.py b/frontend/ui.py
index 6ccdb75..b71370d 100644
--- a/frontend/ui.py
+++ b/frontend/ui.py
@@ -27,23 +27,20 @@
 st.session_state["query"] = query
 st.session_state["query_type"] = query_type
 
-response = {"initial_response": None}
 
 # Submit button logic
 if st.button("Submit"):
-    with st.spinner("Waiting for results..."):
-        
-        response = fetch_response(query_type, query)
-
-    if response["initial_response"] is not None:
-        if query_type == "Dataset":
-            with st.spinner("Using an LLM to find the most relevant information..."):
-                llm_response = fetch_llm_response(query)
-                initial_response = parse_and_update_response(query_type, response, llm_response, data_metadata, flow_metadata)
-        else:
-            initial_response = parse_and_update_response(query_type, response, None, data_metadata, flow_metadata)
-
-        display_results(initial_response)
+    response_parser = ResponseParser(query_type)
+    if query_type == "Dataset":
+        with st.spinner("Waiting for results..."):
+            # get rag response
+            response_parser.fetch_rag_response(query_type, query)
+            # get llm response
+            response_parser.fetch_llm_response(query)
+            # get updated columns based on llm response
+            results = response_parser.parse_and_update_response(data_metadata)
+            # display results in a table
+            display_results(results)
 
     with st.form("fb_form"):
         streamlit_feedback(
diff --git a/frontend/ui_utils.py b/frontend/ui_utils.py
index 7aa14ff..fd5143d 100644
--- a/frontend/ui_utils.py
+++ b/frontend/ui_utils.py
@@ -5,17 +5,9 @@
 import requests
 import streamlit as st
 
-# load paths from paths.json
-with open("paths.json", "r") as file:
-    paths = json.load(file)
-
 def feedback_cb():
     """
     Description: Callback function to save feedback to a file
-
-    Input: None
-
-    Returns: None
     """
     file_path = "feedback.json"
 
@@ -35,132 +27,136 @@ def feedback_cb():
     with open(file_path, "w") as file:
         json.dump(data, file, indent=4)
 
-
-def parse_llm_response(response):
+def display_results(initial_response):
     """
-    Description: Parse the answers from the LLM response
-    
-    Input: response (dict)
-    
-    Returns: size (str), missing (str), classification (str), sort (str)
+    Description: Display the results in a DataFrame
     """
-    size, missing, classification, uploader = response["answers"]
-    # Split size and sort if there is a comma
-    size, sort = size.split(",") if "," in size else (size, None)
-
-    # split uploader by = to get the name
-    if uploader != "none":
-        uploader = uploader.split("=")[1].strip()
-    return size, missing, classification, sort, uploader
-
+    st.write("Results:")
+    st.dataframe(initial_response)
 
-def update_subset_cols(size, missing, classification, uploader):
-    """
-    Description: Update the subset columns based on LLM's response
-    
-    Input: size (str), missing (str), classification (str)
-    
-    Returns: cols (list)
+class LLMResponseParser:
     """
-    cols = ["did", "name"]
-    if size == "yes":
-        cols.append("NumberOfInstances")
-    if missing == "yes":
-        cols.append("NumberOfMissingValues")
-    if classification != "none":
-        cols.append("NumberOfClasses")
-    if uploader != "none":
-        cols.append("uploader")
-    return cols
-
-
-def filter_initial_response(response, classification, uploader):
+    Description: Parse the response from the LLM service and update the columns based on the response
     """
-    Description: Filter the initial response based on the classification
+    def __init__(self, llm_response):
+        self.llm_response = llm_response
+        self.subset_cols = ["did", "name"]
+        self.size_sort = None
+        self.classification_type = None
+        self.uploader_name = None
     
-    Input: response (DataFrame), classification (str)
+    def process_size_attribute(self, attr_size):
+        size, sort = attr_size.split(",") if "," in attr_size else (attr_size, None)
+        if size == "yes":
+                    self.subset_cols.append("NumberOfInstances")
+        if sort:
+            self.size_sort = sort
     
-    Returns: response (DataFrame)
-    """
-    if classification != "none":
-        if "multi" in classification:
-            response = response[response["NumberOfClasses"] > 2]
-        elif "binary" in classification:
-            response = response[response["NumberOfClasses"] == 2]
-    if uploader != "none":
-        try:
-            uploader = int(uploader)
-            response = response[response["uploader"] == uploader]
-        except:
-            pass
-    return response
-
-
-def fetch_response(query_type, query):
-    """
-    Description: Fetch the response from the FastAPI service
+    def missing_values_attribute(self, attr_missing):
+        if attr_missing == "yes":
+            self.subset_cols.append("NumberOfMissingValues")
     
-    Input: query_type (str), query (str)
+    def classification_type_attribute(self, attr_classification):
+        if attr_classification != "none":
+            self.subset_cols.append("NumberOfClasses")
+            self.classification_type = attr_classification
     
-    Returns: response (dict)
-    """
-    rag_response_path = paths["rag_response"]
-    try:
-        response = requests.get(
-            f"{rag_response_path['docker']}{query_type.lower()}/{query}",
-            json={"query": query, "type": query_type.lower()},
-        ).json()
-    except:
-        response = requests.get(
-            f"{rag_response_path['local']}{query_type.lower()}/{query}",
-            json={"query": query, "type": query_type.lower()},
-        ).json()
-    return response
-
-def fetch_llm_response(query):
-    """
-    Description: Fetch the response from the LLM service
+    def uploader_attribute(self, attr_uploader):
+        if attr_uploader != "none":
+            self.subset_cols.append("uploader")
+            self.uploader_name = attr_uploader.split("=")[1].strip()
     
-    Input: query (str)
+    def get_attributes_from_response(self):
+        attribute_processors = {
+            "size_of_dataset": self.process_size_attribute,
+            "missing_values": self.missing_values_attribute,
+            "classification_type": self.classification_type_attribute,
+            "uploader": self.uploader_attribute
+        }
+
+        for attribute, value in self.llm_response.items():
+            if attribute in attribute_processors:
+                attribute_processors[attribute](value)
     
-    Returns: llm_response (dict)
-    """
-    llm_response_path = paths["llm_response"]
-    try:
-        llm_response = requests.get(f"{llm_response_path['docker']}{query}").json()
-    except:
-        llm_response = requests.get(f"{llm_response_path['local']}{query}").json()
-    return llm_response
-
-def parse_and_update_response(query_type, response, llm_response, data_metadata, flow_metadata):
-    """
-    Description: Parse and update the response based on the query type
+    def update_subset_cols(self, metadata):
+        """
+        Description: Filter the metadata based on the updated subset columns and extra conditions
+        """
+        if self.classification_type is not None:
+            if "multi" in self.classification_type:
+                metadata = metadata[metadata["NumberOfClasses"] > 2]
+            elif "binary" in self.classification_type:
+                metadata = metadata[metadata["NumberOfClasses"] == 2]
+        if self.uploader_name is not None:
+            try:
+                uploader = int(self.uploader_name)
+                metadata = metadata[metadata["uploader"] == uploader]
+            except:
+                pass
+        
+        return metadata[self.subset_cols]
+            
+class ResponseParser:
+    def __init__(self, query_type):
+        self.query_type = query_type
+        self.paths = self.load_paths()
+        self.rag_response = None
+        self.llm_response = None
+        self.apply_llm_before_rag = False
     
-    Input: query_type (str), response (dict), llm_response (dict), data_metadata (DataFrame), flow_metadata (DataFrame)
+    def load_paths(self):
+        """
+        Description: Load paths from paths.json
+        """
+        with open("paths.json", "r") as file:
+            return json.load(file)
     
-    Returns: initial_response (DataFrame)
-    """
-    if query_type == "Dataset":
-        initial_response = data_metadata[data_metadata["did"].isin(response["initial_response"])]
-        subset_cols = ["did", "name"]
+    def fetch_llm_response(self, query):
+        """
+        Description: Fetch the response from the LLM service as a json
+        """
+        llm_response_path = self.paths["llm_response"]
         try:
-            dataset_size, dataset_missing, dataset_classification, dataset_sort, uploader = parse_llm_response(llm_response)
-            subset_cols = update_subset_cols(dataset_size, dataset_missing, dataset_classification, uploader)
-            initial_response = filter_initial_response(initial_response, dataset_classification, uploader)
-        except Exception as e:
-            st.error(f"Error processing LLM response: {e}")
-        initial_response = initial_response[subset_cols]
-    else:
-        initial_response = flow_metadata[flow_metadata["id"].isin(response["initial_response"])]
-    return initial_response
-
-def display_results(initial_response):
-    """
-    Description: Display the results in a DataFrame
+            self.llm_response = requests.get(f"{llm_response_path['docker']}{query}").json()
+        except:
+            self.llm_response = requests.get(f"{llm_response_path['local']}{query}").json()
+        return self.llm_response
     
-    Input: initial_response (DataFrame)
+    def fetch_rag_response(self, query_type, query):
+        """
+        Description: Fetch the response from the FastAPI service
+        
+        Input: query_type (str), query (str)
+        
+        Returns: response (dict)
+        """
+        rag_response_path = self.paths["rag_response"]
+        try:
+            self.rag_response = requests.get(
+                f"{rag_response_path['docker']}{query_type.lower()}/{query}",
+                json={"query": query, "type": query_type.lower()},
+            ).json()
+        except:
+            self.rag_response = requests.get(
+                f"{rag_response_path['local']}{query_type.lower()}/{query}",
+                json={"query": query, "type": query_type.lower()},
+            ).json()
+        return self.rag_response
     
-    Returns: None
-    """
-    st.write("Results:")
-    st.dataframe(initial_response)
+    def parse_and_update_response(self, metadata):
+        """
+        Description: Parse the response from the RAG and LLM services and update the metadata based on the response
+        """
+        if self.apply_llm_before_rag == False:
+            if self.rag_response is not None and self.llm_response is not None:
+                filtered_metadata = metadata[metadata["did"].isin(self.rag_response["initial_response"])]
+                llm_parser = LLMResponseParser(self.llm_response)
+
+                if self.query_type == "Dataset":
+                    llm_parser.get_attributes_from_response()
+                    return llm_parser.update_subset_cols(filtered_metadata)
+            else:
+                return metadata
+        else:
+            return NotImplementedError
+
diff --git a/llm_service/llm_service.py b/llm_service/llm_service.py
index 20ef466..3535ec9 100644
--- a/llm_service/llm_service.py
+++ b/llm_service/llm_service.py
@@ -43,5 +43,5 @@ async def get_llm_query(query: str):
     """
     query = query.replace("%20", " ")
     response = chain.invoke({"query": query})
-    answers = parse_answers_initial(response, patterns)
-    return JSONResponse(content={"answers": answers})
+    answers = parse_answers_initial(response, patterns, prompt_dict)
+    return JSONResponse(content=answers)
diff --git a/llm_service/llm_service_utils.py b/llm_service/llm_service_utils.py
index 902f64b..9a7ab3e 100644
--- a/llm_service/llm_service_utils.py
+++ b/llm_service/llm_service_utils.py
@@ -18,7 +18,7 @@ def create_chain(prompt, model="llama3", temperature=0):
     return prompt | llm | StrOutputParser()
 
 
-def parse_answers_initial(response, patterns):
+def parse_answers_initial(response, patterns, prompt_dict):
     """
     Description: Parse the answers from the initial response
     
@@ -48,4 +48,9 @@ def parse_answers_initial(response, patterns):
                 answers.append(potential_answer)
                 break  # Stop checking other patterns if a match is found
     
-    return answers
+    # return answers as a dict using the prompt_dict keys
+    answers_dict = {}
+    for i, key in enumerate(prompt_dict.keys()):
+        answers_dict[key] = answers[i]
+    
+    return answers_dict
diff --git a/start_llm_service.sh b/start_llm_service.sh
new file mode 100755
index 0000000..53537fe
--- /dev/null
+++ b/start_llm_service.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+killall ollama
+killall streamlit
+# Define a file to store the PIDs
+PID_FILE="processes.pid"
+
+# Start processes and save their PIDs
+cd ollama
+./get_ollama.sh &
+echo $! > $PID_FILE
+
+cd ../llm_service
+uvicorn llm_service:app --host 0.0.0.0 --port 8081 &
+echo $! > $PID_FILE
+
+cd ..
+# Keep the script running to maintain the background processes
+wait