AI & Machine Learning

Model Switching in Production: How We Evaluated LLMs for a Conversational Chatbot

Ali NematiAli Nemati6 days ago30 sec read13 views

The article discusses a systematic approach for evaluating large language models (LLMs) in conversational chatbots due to rapid advancements in AI technology. Key factors include latency, cost, instruction following, and maintainability. The process involves both objective testing with metrics and subjective evaluation by human reviewers to assess model performance within specific contexts. The main takeaway is the importance of thorough testing within one's own system rather than relying solely on benchmarks or documentation.

Read the full article at Towards AI - Medium


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Ali Nemati
Ali NematiWritten by Ali
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