There is no one size fits all, it totally depends on your usecase.
GENERATIVE AI
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AI Agents Integrated with APIs for Task Automation
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Next level stuff from @nickscamara_ – hooking an agent up to an api that can DO things (eg save to Notion)
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Fine-tuning diverse high-quality data for better AI generalization
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5. Finetune Finetune with diverse, high-quality, and task-specific to help the model generalize better and avoid hallucination.
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External Filters Add Constraints to Improve AI Text Generation
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4. External Filters Add specific constraints or thresholds on generated text to filter out the unrealistic or non-sensical generated output.
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Limit predicted tokens to reduce AI hallucination risks
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3. Limit the number of predicted tokens When generating text, limit the number of tokens the model is allowed to generate. The longer the text generation process, the higher the risk of hallucination.
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Smaller Models Reduce AI Hallucination Tendencies
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2. Use a smaller model The size of the model is directly proportional to its ability to remember and generate realistic text but it also increases the tendency to hallucinate. Try using a smaller model that is better suited to the task at hand to avoid model hallucination.
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Provide More Context to Reduce AI Model Hallucination
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1. Provide more context When providing input to the model, try to include as much context as possible. This will help the model understand the task better and reduce the likelihood of hallucination.
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Five Practical Tips to Reduce LLM Hallucination
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Large language models like GPT-3 have a tendency to "hallucinate" or generate text that is not based on the input data and is not accurate. Here are five practical tips to reduce hallucination in LLMs. (A thread)
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Google vs OpenAI: Every Argument Dissected and Analyzed
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Every Google vs OpenAI Argument, Dissected Let's make you CEO of Google. Would you order the Code Red against @OpenAI
? https://
lspace.swyx.io/p/google-vs-op
enai
… Here's the ultimate summary of all the facts. You decide! -
ChatGPT: What Can This Extraordinary AI Chatbot Do
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#ChatGPT: what can the extraordinary #artificialintelligence chatbot do? https://
theguardian.com/technology/202
3/jan/13/chatgpt-explainer-what-can-artificial-intelligence-chatbot-do-ai
… @guardian #AI #DataScience #BigData #Analytics #MachineLearning #Robots #100DaysofCode #IoT #serverless #DEVCommunity #womenwhocode #DeepLearning #DigitalTransformation #Chatbots