WIP000.1- AI content writer

lib/utils/seo_module/is_content_ai_generated.py

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+##############################################################################################
+#
+# Checks for:
+# Short, fragmented sentences that lack human-like coherence.
+# Frequent use of overly complex words or technical jargon.
+#
+# These checks are based on common observations that AI-generated content may sometimes produce 
+# text with unusual patterns or characteristics. However, please keep in mind that these 
+# heuristics are not guaranteed to detect all AI-generated content, and false positives or 
+# negatives can still occur. More advanced techniques and models would be required for more accurate detection.
+#
+#############################################################################################
+
+import spacy
+
+# Load the English language model from spaCy
+nlp = spacy.load("en_core_web_sm")
+
+def is_ai_generated(text):
+    # Tokenize the text using spaCy
+    doc = nlp(text)
+
+    # Check for indicators of AI-generated content
+    ai_indicators = [
+        "generated by AI",
+        "auto-generated",
+        "machine-generated",
+        "artificial intelligence",
+        "neural network",
+        "GPT-3",
+        "AI model",
+    ]
+
+    for indicator in ai_indicators:
+        if indicator.lower() in text.lower():
+            return True
+
+    # Check for repetitive patterns or lack of human-like variations
+    for i in range(len(doc) - 2):
+        if doc[i].text == doc[i + 1].text == doc[i + 2].text:
+            return True
+
+    # Check for short, fragmented sentences that lack human-like coherence
+    for sentence in doc.sents:
+        if len(sentence) < 5:
+            return True
+
+    # Check for frequent use of overly complex words or technical jargon
+    complex_word_count = sum(1 for token in doc if token.is_alpha and len(token.text) > 10)
+    if complex_word_count > len(doc) // 10:  # Adjust the threshold as needed
+        return True
+
+    return False
+
+if __name__ == "__main__":
+    input_text = """
+    This is an article generated by a state-of-the-art AI model.
+    The content is machine-generated and may not represent human writing style.
+    """
+
+    if is_ai_generated(input_text):
+        print("The content appears to be AI-generated.")
+    else:
+        print("The content appears to be written by a human.")
+