跳出视觉聊天GPT，尝试知识图谱和AI聊天机器人

Table of Contents

1. Introduction
2. The Infra Nodus App
3. Visualizing Conversations with GPT
4. Using the Graph to Prompt the Conversation
5. Focusing on Specific Topics
6. Using the Gap Insight Feature
7. Incorporating Human Feedback
8. Stepping into the Workflow
9. Generating Interesting Questions
10. Conclusion

Introduction

In this article, we will explore a visual alternative to Chad GPT, a chatbot interface. We will learn how this alternative provides direct visual feedback on conversations, allowing users to see the main ideas, their connections, and gaps. This innovative approach allows for more interesting and informative conversations, where users can focus on specific ideas that are interesting or underrepresented and connect disconnected ideas. Let's dive in!

The Infra Nodus App

To begin using the visual alternative to Chad GPT, we need to go to the Infra Nodus app. Once inside the app, choose the GPT4 chat mode. You have the option to use either GPT 3.5 or GPT 4, with GPT 3.5 being faster. This chat interface will be our visual platform for conducting conversations with the GPT models.

Visualizing Conversations with GPT

When using the chat interface, ideas added to the conversation are shown on the left side of the screen and visualized as a graph. The ideas are represented as nodes, and their co-occurrences and connections are displayed. When the GPT model provides an answer, the nodes or ideas used in the answer are visualized on the graph. If they are used in the same Context, they are also connected. This visual representation allows users to quickly see the content of the answer, making it easier to understand and navigate the conversation.

Using this graph becomes more valuable as the conversation grows longer. It helps users keep track of the main ideas covered and provides a visual overview of the conversation. Users can easily Trace the context and focus on specific clusters or topics that interest them.

Using the Graph to Prompt the Conversation

The graph visualization becomes a powerful tool for prompting the conversation. Instead of reading through all the answers, users can select specific nodes or ideas and send them as Prompts to the GPT model. This approach allows users to focus on the concepts they find important and develop the conversation in a more interesting and personalized way.

By selecting specific nodes from the graph, users can reformulate questions or simply send the nodes as prompts to the GPT model. The graph acts as a guide, steering the conversation in a direction that aligns with the user's interests and preferences. Through this visual alternative, querying the GPT system becomes faster and more engaging, without the need to formulate specific questions.

Focusing on Specific Topics

With the visual alternative, users can easily focus on specific clusters or topics shown in the analytics panel. These clusters represent different ideas discussed in the conversation. By selecting a cluster, users can Delve deeper into a specific topic and generate more content around it.

For example, if a cluster on NLP fine-tuning is identified, users can select Relevant concepts like NLP performance tasks or fine-tuning techniques. Sending these concepts as prompts to the GPT model allows users to explore and discuss specific aspects of the topic.

Using the Gap Insight Feature

Another useful feature of this visual alternative is the Gap Inside tool. This feature helps users identify gaps between topics discussed in the conversation. It highlights topics that exist but are not well connected. By generating inside questions that bridge these gaps, users can prompt the GPT model to provide explanations or insights on how these topics relate.

The Gap Inside feature also allows users to generate inside questions using AI. This feature suggests questions that connect topics in a new and interesting way, Based on the ideas already Mentioned in the conversation. Users can then Read these questions and generate their own responses, using their own knowledge and expertise to contribute to the conversation.

Incorporating Human Feedback

The visual alternative to Chad GPT encourages the incorporation of human feedback into the tuning and refinement process of machine learning models. By providing feedback mechanisms from users and tuning the model based on this feedback, the performance and effectiveness of the model can be improved.

The graph visualization and prompt-based conversation allow users to actively participate in the conversation, steering it towards topics of interest and generating more relevant and insightful answers.

Stepping into the Workflow

To summarize the workflow of using this visual alternative:

1. Use the graph to get a general overview of the conversation and identify main ideas.
2. Focus on peripheral topics or clusters that interest you.
3. Select nodes or ideas from the graph and send them as prompts to the GPT model.
4. Use the graph to prompt the conversation and steer it in a more interesting direction.
5. Utilize the Gap Insight feature to identify and bridge gaps between topics.
6. Generate inside questions using AI or self-generated prompts.
7. Incorporate human feedback to refine and improve the conversation.

This workflow allows users to have more control over the conversation and explore topics that are personally relevant and engaging.

Generating Interesting Questions

One of the main benefits of the visual alternative is the ability to generate interesting questions that connect relevant ideas. By using the graph as a guide, users can identify gaps between topics and generate questions that bridge these gaps. These questions can lead to more in-depth discussions and provide insights into the relationships between different concepts.

The AI-powered features also assist in generating questions and responses that are relevant and thought-provoking. Users can save these questions for further research or use them to expand their knowledge on the topic.

Conclusion

The visual alternative to Chad GPT provides a unique and engaging approach to conducting conversations. By visualizing conversations and prompting the GPT model using the graph, users can focus on specific topics, incorporate human feedback, and generate interesting questions. This visual alternative enhances the conversation experience by making it more personalized, informative, and interactive.

So next time you want to have a conversation, try out this innovative visual alternative and explore the power of direct visual feedback.

Highlights

• The visual alternative to Chad GPT offers direct visual feedback on conversations.
• Using the graph visualization, users can see the main ideas, connections, and gaps in the conversation.
• Prompting the conversation using the graph allows users to focus on specific topics of interest.
• The Gap Insight feature helps identify gaps between topics and generates questions to bridge these gaps.
• Incorporating human feedback and steering the conversation with prompts enhances the conversation experience.
• The visual alternative provides a more personalized, informative, and interactive way of conducting conversations.