Maximizing ChatGPT: 5 Custom AI Prompts To Improve Your Results

ChatGPT is a powerful natural language processing tool that can answer questions, generate text, and perform various other tasks. However, like any AI model, its performance depends heavily on the quality of the prompts it receives.

By creating custom AI prompts, you can significantly improve the accuracy and effectiveness of ChatGPT.

In this article, we’ll explore creating effective prompts and getting the most out of ChatGPT.

Recognising Textual Entailment (RTE)

Recognising Textual Entailment (RTE) is a task in natural language processing (NLP) that aims to determine whether a given hypothesis is supported by a given context (also known as the premise).

The task involves understanding the relationship between two pieces of text and judging whether the hypothesis’s meaning can be inferred from the premise.

Example prompts:

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Given the following context: “The cat sat on the windowsill, basking in the warm sunshine,” and the hypothesis: “The cat was hungry,” can we conclude that the hypothesis is true?

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Based on the text provided, can we infer that “The boy rode his bike to school” is true?

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Can we draw the following conclusion from the context: “The restaurant was packed with customers, and the wait staff was working frantically to keep up with the demand”? Conclusion: “The food was excellent.”

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Given the following context: “The team was struggling to keep up with their opponents, and their star player was injured,” can we conclude that “The team won the game” is true?

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Determine if the sentence “The sun is made of cheese” is true based on the context provided: “The sun is a star that is the centre of the solar system.”

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These prompts are helpful because they provide a variety of scenarios in which the relationship between two pieces of text must be understood to judge whether the context supports the hypothesis.

They cover a range of topics and levels of complexity, which can help to train and evaluate models for the RTE task on a diverse set of examples. Additionally, the final prompt allows for generating custom examples, which can help create a dataset tailored to a specific domain or use case.

With these kinds of prompts, ChatGPT can give you:

• Answers to natural language inference, reasoning, and comprehension tasks. For example, if an end-user provides a premise and a hypothesis, ChatGPT could generate a response to the question of whether the idea can be inferred from the premise.
• Feedback on the accuracy of their answers to natural language understanding and reasoning tasks. ChatGPT could evaluate an end-users response to a given prompt and provide feedback on whether their answer is correct.
• Additional information or context related to a given passage of text or hypothesis. ChatGPT could provide further details or explanations that help an end-user better understand the meaning of a particular sentence or paragraph.
• New context and hypothesis pairs for generating additional questions related to natural language understanding and reasoning tasks. ChatGPT could generate new prompts based on the input provided by an end-user, allowing them to continue to practice and improve their natural language understanding skills.

Word Sense Disambiguation

Word Sense Disambiguation (WSD) is a task in Natural Language Processing (NLP) that involves determining the intended meaning of a word in context.

The goal of WSD is to identify the correct sense of a word in a sentence. In WSD, a word can have multiple senses, and the model needs to determine which sense is being used in a given context.

Prompts:

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Given the context, are the words “{text1}” and “{text2}” referring to the same thing?

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In the following sentence, do the words “{text1}” and “{text2}” have the same meaning?

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Based on the context, are “{text1}” and “{text2}” referring to the same entity?

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Are the words “{text2}” and “{text1}” synonyms in the previous sentence?

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Is the word “{text1}” equivalent to “{text2}” in this sentence?

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The above prompts test a model’s ability to correctly determine the intended sense of a word in a given context. The prompts help evaluate a model’s capacity to disambiguate the meanings of ambiguous words by asking questions about the relationship between two words or phrases.

These prompts could be helpful in training and evaluating WSD models in NLP applications such as information retrieval, text classification, and machine translation.

With these kinds of prompts, ChatGPT can give you:

• Answers to questions related to the WSC task, such as whether two given entities in a sentence are the same or have the same meaning. ChatGPT could generate answers to these questions based on the context and the two entities provided in the prompt.
• Feedback on the accuracy of their answers to WSC tasks. ChatGPT could evaluate an end-users response to a given prompt and provide feedback on whether their answer is correct.
• New WSC prompts for generating additional questions related to natural language understanding and reasoning tasks. ChatGPT could generate new prompts based on the input provided by an end-user, allowing them to continue to practice and improve their natural language understanding skills.

Word in Context (WiC)

The WiC task asks whether a target word has the same meaning or usage in two different contexts. The model is given two sentences, and it has to determine if a target word has the same sense in both sentences.

Example prompts:

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Does the word “watch” have the same meaning in the following sentences? Sentence 1: I always watch the sunrise. Sentence 2: I am going to buy a new watch today.

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Does the word “table” have the same meaning in these two sentences? Sentence 1: The meeting will take place at the round table. Sentence 2: Can you please table the proposal for now?

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Does “hard” mean the same thing in these two sentences? Sentence 1: She is working hard to achieve her goals. Sentence 2: He fell hard on the ground and injured himself.

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Does “hard” mean the same thing in these two sentences? Sentence 1: She is working hard to achieve her goals. Sentence 2: He fell hard on the ground and injured himself.

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Does “book” have the same meaning in these two sentences? Sentence 1: Can you please book a table for two? Sentence 2: I love to read books.

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WiC is a valuable task for natural language understanding because it requires the model to understand the meaning of words in different contexts. It helps the model understand how words can have other senses in different contexts and how the importance of a sentence can change based on the word’s usage.

The task can be used to improve models’ understanding of language and to build more robust and accurate natural language processing systems.

With these kinds of prompts, ChatGPT can provide the following:

• Answers to questions related to the WiC task, such as whether a given the word has the same meaning in two different sentences or contexts. ChatGPT could generate answers to these questions based on the two sentences provided in the prompt and the answer options provided.
• Feedback on the accuracy of their answers to WiC tasks. ChatGPT could evaluate an end-users response to a given prompt and provide feedback on whether their answer is correct.
• New WiC prompts for generating additional questions related to natural language understanding and reasoning tasks. ChatGPT could generate new prompts based on the input provided by an end-user, allowing them to continue to practice and improve their natural language understanding skills.

Record

The Record task requires the model to read a passage of text and answer a question by selecting the most appropriate answer from a set of options. The task is designed to test the model’s ability to comprehend and reason with natural language.

Example prompts:

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Complete the following passage: “{passage}” with the most appropriate option that answers the question “{query}” from the options provided: {options}.

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Given the passage: “{passage}”, what is the answer to the question “{query}”? Choose the best option from: {options}.

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Which of the following options is the most suitable completion for the passage: “{passage}”? The passage is asking: “{query}”. Choose from: {options}.

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Based on the passage: “{passage}”, what is the most logical answer to the question “{query}”? Select from: {options}.

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What is the most appropriate next sentence for the following paragraph: “{passage}”. The paragraph is trying to answer the question “{query}”. Choose from: {options}.

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Why these prompts would be helpful: These prompts are useful for evaluating a model’s ability to comprehend and reason with natural language. They test the model’s ability to understand the context of a passage and select the most appropriate answer from a set of options.

These prompts are relevant when a model should read and comprehend text, such as in question-answering or information retrieval systems.

With these kinds of prompts, ChatGPT can offer:

• Completed passages or stories based on the options provided. ChatGPT could generate a completed passage or story based on the context provided in the prompt and the options provided, giving end-users a sense of how well they understand the content and can fill in the missing information.
• Feedback on the accuracy of their responses to the RECORD task. ChatGPT could evaluate an end-user’s response to a given prompt and provide feedback on whether their answer is correct.
• New RECORD prompts for generating additional questions related to natural language understanding and reasoning tasks. ChatGPT could generate new prompts based on the input provided by an end-user, allowing them to continue to practice and improve their natural language understanding skills.

Natural Questions

The “natural_questions” section of FLAN answers questions that may have multiple interpretations or require reasoning to come up with a correct answer. The questions in this section are typically open-ended and require a detailed response.

Example prompts:

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What is the significance of the title “To Kill a Mockingbird” in the book?

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This question requires the reader to read the book “To Kill a Mockingbird” and to analyse the title’s relevance to the story.

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How did the Industrial Revolution impact the economy of Europe?

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This question requires the reader to know European history and the Industrial Revolution, as well as an understanding of economic principles.

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What is the meaning of life, according to different philosophical schools of thought?

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This question requires the reader to understand various philosophical theories and provide a nuanced answer based on different schools of thought.

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How does social media affect mental health in teenagers?

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This question requires the reader to know about both social media and mental health and the ability to analyse their potential impact on teenagers.

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What are the potential long-term consequences of climate change?

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This question requires the reader to know about climate change and its potential consequences and the ability to make predictions about future events based on that knowledge.

Why these prompts are useful

These prompts are useful because they require the user to engage in critical thinking and use their knowledge and reasoning skills to come up with a well-reasoned answer.

They can be used in various contexts, such as educational settings or training AI models, to answer complex questions. Additionally, these prompts can help users develop their ability to analyse and synthesise information from various sources.

With these kinds of prompts, ChatGPT can provide:

• Answers to open-ended questions related to a given topic or text. ChatGPT could generate a response to a given query based on the context provided in the prompt and its understanding of the topic or text.
• Feedback on the accuracy of their answers to Natural Questions. ChatGPT could evaluate an end-users response to a given prompt and provide feedback on whether their answer is correct.
• New Natural Questions prompts for generating additional questions related to reading comprehension and reasoning tasks. ChatGPT could generate new prompts based on the input provided by an end-user, allowing them to continue to practice and improve their natural language understanding skills.

Conclusion

ChatGPT is a powerful tool for natural language processing, and custom AI prompts can help you get more out of it. By creating effective prompts tailored to your specific needs and data, you can significantly improve the accuracy and effectiveness of ChatGPT.

Whether you’re using it for question-answering, text generation, or any other task, custom AI prompts are essential for maximising ChatGPT’s performance. ChatGPT can become an even more powerful tool for natural language understanding and reasoning with the appropriate prompts.

ChatGPT FAQs:

Frequently asked questions about ChatGPT, categorised into General Information, Usage, Technical Aspects, Issues and Troubleshooting categories for easy reference. We hope you find these answers useful.

General Information:

What is ChatGPT?

It’s an AI language model created by OpenAI, based on the GPT-4 architecture. It is designed to generate human-like text based on the input it receives, and can be used for various purposes like conversation, content generation, and problem-solving.

Who made ChatGPT?

It was created by OpenAI, a leading artificial intelligence research organization.

Who owns ChatGPT?

It’s owned by OpenAI, a private research organization that focuses on developing and promoting friendly AI for the benefit of all humanity.

When was ChatGPT released?

It was initially released in 2021, with the latest version being based on the GPT-4 architecture.

Who created ChatGPT?

It was created by a team of researchers and engineers at OpenAI.

Who invented ChatGPT?

The development can be attributed to the collective effort of researchers and engineers at OpenAI.

What does ChatGPT stand for?

It stands for Chat Generative Pre-trained Transformer, which refers to its ability to generate text based on pre-trained models and engage in chat-like conversations.

How many people use ChatGPT?

While the exact number of users is not disclosed, It’s widely used by a large number of individuals and businesses across various industries and applications.

How many users does ChatGPT have?

The exact number of users isn’t known, but it’s gained significant popularity and is used by many individuals and businesses.

What is ChatGPT AI?

ChatGPT AI refers to the artificial intelligence that powers it, enabling it to generate human-like text and engage in natural language processing tasks.

Usage:

How to use ChatGPT?

To use ChatGPT, you can access it through various platforms, APIs, or services that incorporate the model. Some platforms may require registration or API keys to access and use the ChatGPT service.

How do I use ChatGPT?

To start using ChatGPT, find a platform or service that offers access to the ChatGPT model. Follow their instructions for registration, and you’ll be able to interact with the model by providing text input and receiving generated responses.

How can I use ChatGPT?

You can use ChatGPT for a wide range of purposes, such as conversation, content generation, translation, summarization, or answering questions. Access it through an available platform or service, and interact with it by providing text input.

How to access ChatGPT?

To access ChatGPT, find a platform or service that offers access to the model, and follow their registration and usage instructions. Some platforms may require API keys or other authentication methods.

How to get ChatGPT?

You can get access to ChatGPT through platforms, APIs, or services that incorporate the model. These providers may have different access requirements, such as registration, subscription fees, or API keys.

Where to use ChatGPT?

ChatGPT can be used in various applications, including chatbots, virtual assistants, content generation, translations, summarization, Q&A systems, and more.

What to ask ChatGPT?

You can ask ChatGPT a wide range of questions or provide prompts related to information, problem-solving, creative content generation, or any topic of interest. Keep in mind that its knowledge is limited to its training data, which was last updated in September 2021.

What can ChatGPT be used for?

ChatGPT can be used for numerous applications, such as chatbots, content generation, translations, summarization, Q&A systems, virtual assistants, and more.

What can I do with ChatGPT?

With ChatGPT, you can engage in conversation, generate content, translate text, summarize information, answer questions, and create various natural language processing applications like chatbots or virtual assistants.

What can you do with ChatGPT?

ChatGPT can be used to generate human-like text for a variety of purposes, such as conversation, content creation, translation, summarization, answering questions, and building applications like chatbots or virtual assistants.

How to try ChatGPT?

To try ChatGPT, find a platform or service that offers access to the model and follow their registration and usage instructions. Some platforms may offer a free trial or a limited free usage tier to explore ChatGPT’s capabilities.

Technical Aspects:

How does ChatGPT work?

ChatGPT works by processing input text and generating contextually relevant, human-like responses based on its pre-trained models. It relies on the GPT-4 architecture, which uses deep learning and a large dataset to generate text based on patterns it has learned from the training data.

How was ChatGPT trained?

ChatGPT was trained using a large dataset containing text from diverse sources, such as books, articles, and websites. The model was fine-tuned using a technique called unsupervised learning, where it learned to generate contextually relevant text based on patterns found in the training data.

How much does ChatGPT cost?

The cost of using ChatGPT varies depending on the platform or service providing access to the model. Some platforms may offer free access with limitations, while others may charge a subscription fee or use a pay-per-use model based on API requests.

How does ChatGPT make money?

ChatGPT makes money through licensing or providing access to its AI models via platforms, APIs, or services. These providers may charge users subscription fees, pay-per-use fees, or other pricing models for access to ChatGPT.

How to invest in ChatGPT?

As ChatGPT is a product developed by OpenAI, you cannot directly invest in it. However, you may be able to invest in the AI industry as a whole through stocks, ETFs, or other investment vehicles focused on technology and artificial intelligence.

How to make money with ChatGPT?

To make money with ChatGPT, you can develop applications or services that utilize ChatGPT’s capabilities, such as chatbots, content generation tools, translation services, or other natural language processing solutions. You can then monetize these applications through subscriptions, advertising, or other revenue models.

Issues & Troubleshooting:

Why is ChatGPT down?

ChatGPT may be down due to technical issues, server maintenance, or high demand. It is best to check for updates from the platform or service you are using to access ChatGPT for more information on any downtime.

How to use ChatGPT when at capacity?

When ChatGPT is at capacity, you may have to wait until demand decreases or the platform allocates more resources. Some platforms may offer priority access to paid users or have a queuing system in place to manage demand.

How to bypass ChatGPT?

Bypassing ChatGPT’s limitations or restrictions is not recommended, as it may violate the terms of service of the platform or service you are using. It is always best to adhere to the usage guidelines provided by the platform.

How to trick ChatGPT?

While it may be possible to trick ChatGPT into generating certain responses or content, it is important to use the AI responsibly and ethically. Misusing ChatGPT could lead to unintended consequences or violate the terms of service of the platform providing access to the model.

Why is ChatGPT at capacity?

ChatGPT may be at capacity due to high demand or limited resources allocated by the platform or service providing access to the model. In such cases, you may have to wait until demand decreases or the platform allocates more resources.

How do I access ChatGPT?

To access ChatGPT, find a platform or service that offers access to the model and follow their registration and usage instructions. Some platforms may require API keys or other authentication methods to use ChatGPT.

When will ChatGPT be back?

If ChatGPT is temporarily unavailable, it is best to check for updates from the platform or service you are using to access the model. They may provide information on expected downtime or maintenance schedules.

Why is ChatGPT always at capacity?

ChatGPT might be always at capacity due to consistently high demand, limited resources allocated by the platform or service, or issues with scaling. Some platforms may offer priority access to paid users or implement a queuing system to manage demand.

How long will ChatGPT be free?

The availability of free access to ChatGPT depends on the platform or service providing access to the model. Some platforms may offer a limited free tier or trial period, while others may require a subscription or pay-per-use fees. It is best to check the specific pricing and access policies of the platform you are using.

FAQs about ChatGPT Errors and Alternatives:

What should I do if I encounter a “ChatGPT error in body stream”?

This error may occur due to issues with the data sent to ChatGPT. Try checking your data formatting and sending the request again.

What should I do if I encounter a “ChatGPT internal server error”?

This error may occur due to issues with the ChatGPT server. Try waiting a few minutes and trying again later.

What should I do if I encounter a “ChatGPT network error” or “network error ChatGPT”?

This error may occur due to issues with your network connection. Try checking your internet connection and trying again.

Are there any alternatives to ChatGPT?

Yes, many natural language processing tools are available, including GPT-2, BERT, and more.

Is there an API for ChatGPT?

Yes, OpenAI provides an API for accessing ChatGPT.

Are there any tools similar to ChatGPT?

Yes, many natural language processing tools are available, including GPT-2, BERT, and more.

Why is ChatGPT slow?

ChatGPT may be slow due to the complexity of its natural language processing tasks or issues with the ChatGPT server.

Is ChatGPT available on Android?

Yes, ChatGPT can be integrated into Android apps using the OpenAI API.

Can I use ChatGPT to create a Discord bot?

Yes, ChatGPT can be integrated into Discord bots using the OpenAI API.

Do I need an account to use ChatGPT?

Yes, you need an OpenAI account to use the ChatGPT API.

Bonus Prompt

Trivia QA

This section of FLAN answers trivia questions. The model is trained on a dataset of general knowledge questions and their corresponding answers.

Prompts:

• Please answer this question: What is the capital of Australia?
• What type of animal is the largest living creature on Earth?
• Write the answer: Who directed the movie Jaws?
• What is the name of the highest mountain in Africa?
• In which year was the first iPhone released?

Explanation of prompts:

These prompts are typical trivia questions someone might encounter in a game or competition. By using FLAN to generate answers to these questions, users can quickly and easily verify or learn new information. This can be helpful in social settings or for personal enrichment.

Here’s a bit more information about Trivia QA:

Trivia QA is a dataset of trivia questions and answers that were created to train natural language processing models. The questions cover various topics, from history and science to pop culture and sports. The answers are typically short, one-word or one-phrase responses.

Because the questions are designed to test knowledge on a variety of topics, the prompts you provided are great for helping someone practice recalling information on a diverse range of subjects.

They can also help someone improve their reading comprehension skills by testing their ability to read and understand the question and to identify the critical pieces of information needed to answer it correctly.

Additionally, these prompts can help someone build their vocabulary, as the questions cover many different words and concepts.