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Rerankers

Explore the capabilities of the reranking algorithm in ChatBotKit, designed to enhance the accuracy and relevance of AI responses by employing a sophisticated second-level sorting mechanism for retrieved records.

Rranking algorithm are designed to significantly improve the accuracy of returned results from the Datasets. This sophisticated tool works within the context of Retrieval-Augmented Generation (RAG) to offer a second-level sorting of the results, ensuring that the most relevant information is prioritized.

How It Works

  1. Retrieval of Records: As usual, the AI pulls records from the dataset. This process is powered by the RAG model, which allows the AI to fetch the most relevant information while crafting responses.
  2. Reranking: After the initial records are fetched, the reranking algorithm performs a second-level sorting of these results. This step is integral in ensuring that the returned records are of the highest relevance to the user's query.
  3. Return of Results: The AI then receives these reranked records, effectively improving the relevance and accuracy of the responses.

Benefits

This feature provides several key benefits:

  • Improved Accuracy: By applying a secondary sorting mechanism, the accuracy of the returned results is significantly improved.
  • Efficient Performance: The reranking algorithm enables the AI to still receive a limited number of records, ensuring that performance is not compromised.
  • No Additional Cost: Despite its enhanced functionality, this feature comes at no additional cost to the user.

Usage

To use the reranking algorithm feature in your datasets, follow these steps:

  1. Access your Dataset settings in the ChatBotKit interface.
  2. Locate the "Reranking Algorithm" option.
  3. Configure the reranking algorithm as per your requirements.
  4. Save your changes.

Please note that this feature is currently in beta. Your feedback will help us refine and improve this feature, so don't hesitate to share your thoughts and experiences.

Conclusion

The reranking algorithm is a testament to ChatBotKit's commitment to continually evolving its AI solutions to meet user needs. This innovative feature takes the capabilities of AI language models to new heights, ensuring that the most relevant information is prioritized in every interaction.

For more information or assistance, feel free to reach out to our customer support team.

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