diff --git a/exorde/extract_keywords.py b/exorde/extract_keywords.py
index 208b4ef..71d8bb3 100644
--- a/exorde/extract_keywords.py
+++ b/exorde/extract_keywords.py
@@ -8,8 +8,9 @@
 except:
     print("nltk already downloaded or error")
 from exorde.models import Keywords, Translation
+from exorde.preprocess import preprocess
 
-MAX_KEYWORD_LENGTH = 50
+MAX_KEYWORD_LENGTH = 100
 
 def is_good_1gram(word):
     special_chars = set(string.punctuation.replace("-", ""))
@@ -168,10 +169,28 @@ def remove_invalid_keywords(input_list):
         if 2 < len(s) and len(s) <= MAX_KEYWORD_LENGTH and s not in output_list:
             output_list.append(s)
     return output_list
-
+    
+def process_keywords(keywords):
+    processed_keywords = []
+    for keyword in keywords:
+        if keyword.isupper():
+            # If the keyword is fully uppercase, keep it and add a lowercase version
+            processed_keywords.append(keyword)
+            processed_keywords.append(keyword.lower())
+        elif not keyword.islower():
+            # If the keyword is partly upper & lowercase, convert it to lowercase
+            processed_keywords.append(keyword.lower())
+        else:
+            # If the keyword is already lowercase, keep it as is
+            processed_keywords.append(keyword)
+    
+    # Remove case-sensitive duplicates
+    return list(dict.fromkeys(processed_keywords))
 
 def extract_keywords(translation: Translation) -> Keywords:
-    content: str = translation.translation       
+    content: str = translation.translation     
+    # use preprocess first
+    content = preprocess(content, True)
     kx1 = _extract_keywords1(content)
     keywords_weighted = list(set(kx1))
     keywords_ = [e[0] for e in set(keywords_weighted)]
@@ -190,7 +209,9 @@ def extract_keywords(translation: Translation) -> Keywords:
         acronyms = get_symbol_acronyms(content)
         keywords_.extend(acronyms)
         keywords_ = get_concatened_keywords(keywords_)
-        keywords_ = remove_invalid_keywords(keywords_)
+        keywords_ = remove_invalid_keywords(keywords_)        
+        # Process the keywords for case handling
+        keywords_ = process_keywords(keywords_)
     except Exception as e:
         print(f"Error in advanced keywords extraction: {e}")
-    return Keywords(list(set(keywords_)))
+    return Keywords(list(keywords_))
diff --git a/exorde/preprocess.py b/exorde/preprocess.py
index dffdbda..a4d495e 100644
--- a/exorde/preprocess.py
+++ b/exorde/preprocess.py
@@ -43,6 +43,6 @@ def preprocess(text):
 
 
 def preprocess(item, remove_stopwords):
-    item.content = Content(preprocess_text(item.content, remove_stopwords))
-    item.content = Content(item.content.replace("\n", " "))
+    # item.content = Content(preprocess_text(item.content, remove_stopwords))
+    # item.content = Content(item.content.replace("\n", " "))
     return item
diff --git a/exorde/translate.py b/exorde/translate.py
index 2644e5e..96c0756 100644
--- a/exorde/translate.py
+++ b/exorde/translate.py
@@ -20,7 +20,7 @@ def translate(
     item: Item, installed_languages, low_memory: bool = False
 ) -> Translation:
     text = str(item.content if item.content else item.title)
-    language = _detect(text, low_memory)
+    language = _detect(text.replace("\n", " "), low_memory)
     try:
         if language["lang"] != "en":
             translated = translation(