import requests
def get_search_results(query): # Function to fetch search results from Bing and Google headers = { 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3' }
# Bing search API
bing_url = 'https://api.bing.microsoft.com/v7.0/search'
bing_params = {
'q': query,
'count': 5 # Number of search results to fetch
}
bing_response = requests.get(bing_url, headers=headers, params=bing_params)
bing_results = bing_response.json()
# Google search API
google_url = 'https://www.googleapis.com/customsearch/v1'
google_params = {
'key': 'YOUR_GOOGLE_API_KEY', # Replace with your Google API key
'cx': 'YOUR_CUSTOM_SEARCH_ENGINE_ID', # Replace with your Custom Search Engine ID
'q': query,
'num': 5 # Number of search results to fetch
}
google_response = requests.get(google_url, headers=headers, params=google_params)
google_results = google_response.json()
return bing_results, google_results
def fact_check(question): # Function to fact check the GPT-4 answer gpt4_answer = gpt4_generate_answer(question) # Generate GPT-4 answer using your preferred method
bing_results, google_results = get_search_results(question)
# Compare GPT-4 answer with search results
relevant_answers = [result['snippet'] for result in bing_results['webPages']['value']] + [result['snippet'] for result in google_results['items']]
for answer in relevant_answers:
# Perform comparison between GPT-4 answer and each relevant answer
# You can use various techniques like fuzzy matching or NLP-based similarity
# algorithms to determine the accuracy of the answer
similarity_score = compute_similarity(gpt4_answer, answer)
if similarity_score >= threshold: # Replace 'threshold' with your desired similarity threshold
return gpt4_answer, True # GPT-4 answer is accurate
return gpt4_answer, False # GPT-4 answer is inaccurate
def gpt4_generate_answer(question): # Function to generate GPT-4 answer # Implement your code to generate the answer using GPT-4
return generated_answer
user_query = "What is the capital of France?" gpt4_answer, is_accurate = fact_check(user_query)
if is_accurate: print("GPT-4 Answer:", gpt4_answer) else: print("GPT-4 Answer is inaccurate. Please provide feedback.")