Update app.py

app.py

@@ -158,40 +158,37 @@ def paraphrase_text(text, replace_ratio=0.6):
 
 # function to humanize text
 def humanize_text(AI_text):
-    """Humanizes the provided AI text using the fine-tuned model."""
+    """Humanizes AI-generated text using GPT + Paraphrasing."""
     response = client.chat.completions.create(
-        model=finetuned_model,
-        temperature = 0.87,
+        model=finetuned_model,  # This remains the same (gpt-3.5-turbo)
+        temperature=1.1,  # Increased for more variation
+        max_tokens=500,
+        top_p=0.95,
+        frequency_penalty=0.3,
+        presence_penalty=0.5,
         messages=[
             {"role": "system", "content": """
-            You are a text humanizer.
-            You humanize AI generated text.
-            The text must appear like humanly written.
-            THE INPUT AND THE OUTPUT HEADINGS MUST BE SAME. NO HEADING SHOULD BE MISSED.
-            NAMES LIKE NOVEL NAME SHOULD REMAIN INTACT WITHOUT ANY CHANGE.
-            THE INPUT AND THE OUTPUT SHOULD HAVE SAME WORD COUNT.
-            THE OUTPUT SENTENCES MUST NOT BE SIMPLE. THEY SHOULD BE COMPOUND, COMPLEX, OR COMPOUND COMPLEX. 
-            ABOVE ALL, THE GRAMMAR AND THE SENSE OF THE SENTENCES MUST BE TOP NOTCH - DO NOT COMPROMISE ON THAT."""},
-            {"role": "system", "content": "YOU ARE TEXT HUMANIZER BUT YOU DO NOT REDUCE THE LENGTH OF THE SENTENCES. YOUR OUTPUT SENTENCES ARE OF EXACTLY THE SAME LENGTH AS THE INPUT"},
-            {"role": "user", "content": f"THE LANGUAGE OF THE INPUT AND THE OUTPUT MUST BE SAME. THE SENTENCES SHOULD NOT BE SHORT LENGTH - THEY SHOULD BE SAME AS IN THE INPUT. ALSO THE PARAGRAPHS SHOULD NOT BE SHORT EITHER - PARAGRAPHS MUST HAVE THE SAME LENGTH"},
-            {"role": "user", "content": f"THE GRAMMAR AND THE QUALITY OF THE SENTENCES MUST BE TOP NOTCH - EASY TO UNDERSTAND AND NO GRAMMATICAL ERRORS."},
-            {"role": "user", "content": "Use as many conjunctions and punctuations to make the sentence long. COMPOUND, COMPLEX, OR COMPOUND COMPLEX sentences are required"},
-            {"role": "user", "content": f"Humanize the text. Keep the output format i.e. the bullets and the headings as it is. THE GRAMMAR MUST BE TOP NOTCH WITH NO ERRORS AND EASY TO UNDERSTAND!!!!. \nTEXT: {AI_text}"}
+            You are an advanced AI text rewriter that makes AI-generated text sound fully human-written.
+            - Use natural synonyms, contractions, and varied sentence structures.
+            - Restructure sentences to be complex and nuanced.
+            - Avoid robotic phrasing or overly formal structures.
+            - Ensure the text feels like it was written by a real person.
+            """},
+            {"role": "user", "content": f"Rewrite this text to make it more human:\n\n{AI_text}"}
         ]
     )
 
-    return response.choices[0].message.content.strip()
+    gpt_output = response.choices[0].message.content.strip()
+    
+    # Apply additional paraphrasing to GPT output
+    humanized_text = paraphrase_text(gpt_output)
 
-
-
-def main_function(AI_text):
-    humanized_text = humanize_text(AI_text)
-    # humanized_text= transform_text(humanized_text)
     return humanized_text
 
 
 
 
+
 # Gradio interface definition
 interface = gr.Interface(
   fn=main_function,