Can we use Gpt3 model to re phrase or avoid spelling mistakes in the text we are sending to custom question answering language service

Question

Can we use Gpt3 model to re phrase or avoid spelling mistakes in the text we are sending to custom question answering language service

lakshmi 816

Currently we are using a custom question-answering project for KB operations in Bot.

But if we repharse the text message or if any spelling mistake found it is not returning the correct answer from KB which is affecting the bot performance.

Can we use gpt 3 model to rephrase or avoid spelling mistakes in text

Azar 26,350 Reputation points MVP

2023-09-11T19:42:52.0866667+00:00
Hi @lakshmi

Yes, you can instruct GPT-3 to rephrase or correct spelling by sending prompts to the API and processing the responses. Just sign up for GPT-3 API access, set up your API client, construct prompts, send requests, and process the generated text.

Text Rephrasing:

You can send a prompt to GPT-3 that instructs it to rephrase a given text. For example:

Prompt: Please rephrase the following sentence: 'The short man jumps over the high fence.'

Spell Checking and Correction:

You can send text with spelling mistakes to GPT-3 and ask it to correct the spelling:

eg Prompt: "Please correct the spelling mistakes in the following sentence: 'I havve a penn.'"

GPT-3 can provide corrected versions of the text with the spelling mistakes fixed.

If this helps kindly accept the answer thanks much.
lakshmi 816 Reputation points

2023-09-12T08:25:23.8733333+00:00

Thank you Azar, is there any additional feature we can use with GPT 3 for text analysis in custom question answering project

lakshmi 816

I have tried to connect with Gpt3 using text-davinci-002 model to rephrase the text.

I have created a new API key in Open AI account and used that api key as bearer token. But i was getting "too many request error" while connecting to text - davinci.

Used the below code for testing open ai ,


using System; 
using System.Net.Http; 
using System.Text; 
using System.Threading.Tasks;  

class Program 
{     
	static async Task Main()     
	{         
		string apiKey = "YOUR_API_KEY";         			   
		string endpoint = "https://api.openai.com/v1/engines/text-davinci-002/completions";          
		string inputText = "The short man jumps over the high fence.";   
      	string prompt = $"Please rephrase the following sentence: '{inputText}'";          

		using (HttpClient client = new HttpClient())         
		{             
			client.DefaultRequestHeaders.Add("Authorization", $"Bearer   {apiKey}");              
			var requestData = new             
			{                 
				prompt = prompt,                 
				max_tokens = 50, 		
				temperature = 0.7, 
				stop = "\n"           
			};              
			var content = new 	StringContent(Newtonsoft.Json.JsonConvert.SerializeObject(requestData), Encoding.UTF8, "application/json");              
			var response = await client.PostAsync(endpoint, content);  
            if (response.IsSuccessStatusCode)             
			{                 

			string responseBody = await response.Content.ReadAsStringAsync();                              Console.WriteLine(Newtonsoft.Json.JsonConvert.DeserializeObject<dynamic>(responseBody).choices[0].text);             
			}             
			else             
			{                 
				Console.WriteLine("Error:");                 
			}         
		}     
	}
 }

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Azar 26,350 Reputation points MVP

2023-09-11T19:42:52.0866667+00:00

Hi @lakshmi

Yes, you can instruct GPT-3 to rephrase or correct spelling by sending prompts to the API and processing the responses. Just sign up for GPT-3 API access, set up your API client, construct prompts, send requests, and process the generated text.

Text Rephrasing:

You can send a prompt to GPT-3 that instructs it to rephrase a given text. For example:

Prompt: Please rephrase the following sentence: 'The short man jumps over the high fence.'

Spell Checking and Correction:

You can send text with spelling mistakes to GPT-3 and ask it to correct the spelling:

eg Prompt: "Please correct the spelling mistakes in the following sentence: 'I havve a penn.'"

GPT-3 can provide corrected versions of the text with the spelling mistakes fixed.

If this helps kindly accept the answer thanks much.
lakshmi 816 Reputation points

2023-09-12T08:25:23.8733333+00:00

Thank you Azar, is there any additional feature we can use with GPT 3 for text analysis in custom question answering project
lakshmi 816 Reputation points

2023-09-13T17:11:51.2066667+00:00

I have tried to connect with Gpt3 using text-davinci-002 model to rephrase the text.

I have created a new API key in Open AI account and used that api key as bearer token. But i was getting "too many request error" while connecting to text - davinci.

Used the below code for testing open ai ,

using System; using System.Net.Http; using System.Text; using System.Threading.Tasks; class Program { static async Task Main() { string apiKey = "YOUR_API_KEY"; string endpoint = "https://api.openai.com/v1/engines/text-davinci-002/completions"; string inputText = "The short man jumps over the high fence."; string prompt = $"Please rephrase the following sentence: '{inputText}'"; using (HttpClient client = new HttpClient()) { client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}"); var requestData = new { prompt = prompt, max_tokens = 50, temperature = 0.7, stop = "\n" }; var content = new StringContent(Newtonsoft.Json.JsonConvert.SerializeObject(requestData), Encoding.UTF8, "application/json"); var response = await client.PostAsync(endpoint, content); if (response.IsSuccessStatusCode) { string responseBody = await response.Content.ReadAsStringAsync(); Console.WriteLine(Newtonsoft.Json.JsonConvert.DeserializeObject<dynamic>(responseBody).choices[0].text); } else { Console.WriteLine("Error:"); } } } }

Answer 1

Hi again @lakshmi

This error indicates that you have exceeded the rate limits for the OpenAI API. To resolve this issue, you should ensure that you are not making API requests too frequently and that you are staying within the rate limits imposed by OpenAI.

Kindly Check these two things

Check OpenAI's rate limits for your specific API key and subscription plan.
Ensure that you are not making API requests more frequently than the allowed rate limits. You may need to introduce a delay between requests to stay within the limits.

I'll also provide a simple code you can give it a try.

static async Task<string> MakeApiRequest(HttpClient client, string endpoint, string apiKey, string requestData)
{
    int maxRetries = 3;
    int retryDelayMs = 1000; // 1 second delay between retries

    for (int retryCount = 0; retryCount < maxRetries; retryCount++)
    {
        try
        {
            client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
            var content = new StringContent(requestData, Encoding.UTF8, "application/json");
            var response = await client.PostAsync(endpoint, content);

            if (response.IsSuccessStatusCode)
            {
                return await response.Content.ReadAsStringAsync();
            }
            else
            {
                Console.WriteLine("Error:");
                return null;
            }
        }
        catch (HttpRequestException ex)
        {
            // Handle exceptions or rate-limiting errors here
            Console.WriteLine($"Error: {ex.Message}");

            // Wait before retrying
            await Task.Delay(retryDelayMs);
        }
    }

    return null; // Retry limit reached
}

Kindly accept the answer if this helped. thanks again

lakshmi 816 Reputation points

2023-09-14T12:56:16.92+00:00

I just tried with a different secret key from Open AI and tried the same above code to rephrase the text.

I am able to connect to the API, but still the response doesnt contain any data and getting the below data as response for both text-davinci-003 and text-davinci-002

"warning": "This model version is deprecated. Migrate before January 4, 2024 to avoid disruption of service. Learn more https://platform.openai.com/docs/deprecations", text-davinci-003

I tried with text-davinci-004 and got the response 'Not Found'

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Can we use Gpt3 model to re phrase or avoid spelling mistakes in the text we are sending to custom question answering language service

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