Large Language Models (LLMs) have become the cornerstone of many applications ranging from chatbots virtual assistants and co-pilot to content generation and website search. However, despite their impressive capabilities, LLMs like GPT-4, LLaMa, and Claude are not without their flaws. One such flaw is LLM hallucination, which refers to a phenomenon where AI generates incorrect or fabricated text.
The key to overcoming this challenge lies in adapting the outputs from your LLM. This adaptation involves removing hallucinations, ensuring more accurate and reliable answers.
In this article, we will explore the importance of having controlled outputs in LLMs when dealing with hallucinations and discuss how Teneo can help you achieve this goal.
The Significance of Controlled Outputs for LLMs
First and foremost, let us delve into the significance of controlled outputs in LLMs in the context of hallucinations. Uncontrolled outputs can lead to content that is factually incorrect and potentially misleading or harmful. As seen on LLM hallucination index, choosing the correct LLM depends on a lot of factors, such as performance and costs.
Choosing the weaker LLM for costing purposes can have serious consequences. Especially in cases where the generated content is used for critical decision-making or as a source of information for your employees or customers. By having the option to control your LLM’s outputs, you can minimize the occurrence of hallucinations and ensure that information generated is accurate, relevant, and reliable.
Example of LLM Hallucination
Transitioning to a practical example, consider the case of an AI-driven chatbot used in customer support. If the chatbot is prone to LLM hallucination, it may provide incorrect or irrelevant answers to customer queries. This results in frustration and dissatisfaction, as well as having potential legal or cost ramifications. Adding Teneo into the equation will help adapt LLM outputs through controlled mechanisms. The chatbot can now provide more accurate and helpful responses. Which leads to improved customer experience and greater trust in the brand.
Teneo Differentiation
Now, let us explore how Teneo can help you reduce the number of LLM hallucinations. With its robust set of features, Teneo enables you to:
- Implement content filters: Teneo’s content filtering capabilities enable you to effectively filter out inappropriate or irrelevant content generated by your LLM. This ensures the final output is accurate, reliable, and adheres to the highest quality standards.
- Teneo incorporates prompt adaptation with adaptive answers, offering the ability to personalize AI responses and manage conversational flow more effectively. This feature allows for precise control of the LLM output by adjusting responses according to data.
- Using the Teneo Linguistic Modeling Language (TLML), you can fine-tune AI prompts sent to your LLM for a more customized experience. TLML can identify and capture entities and topics from user inputs. Which can then be incorporated in the prompts for your LLM. This not only increases the accuracy of responses but also personalizes them on the first attempt. This reduces the need for repeated prompting to your LLM for the right answer.
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LLM Outputs with Teneo
- Teneo can be used as a security layer when prompting your LLM, providing you with complete authority over the information sent to your LLM. Teneo can identify and halt questions you prefer not to respond to, preventing them from reaching your LLM. For example, if an inquiry contains sensitive subjects, brand names you wish to avoid association with or inappropriate language. Teneo ensures such input is not transmitted to your LLM.
Teneo can also help reduce operational costs by up to 98%. You can find more about this in our LLM hallucination article and our FrugalGPT article here. Adjusting your LLM outputs to minimize hallucinations is vital for ensuring the accuracy, reliability, and usefulness of the generated content. With Teneo, you can control outputs when dealing with LLM hallucinations, save costs, and fully unlock your LLM’s potential across various applications. Don’t let LLM hallucinations limit you – leverage the power of Teneo and elevate your content generation capabilities.
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