Adapting a Chatbot for Informal User Instructions
Based on the scenario below, explain the specific training process that would enable the language model to effectively handle the described user queries and justify why this process is suitable.
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Analysis in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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Adapting a Chatbot for Informal User Instructions
A company deploys a powerful language model for an internal search tool. They find that employees get good results when they type full questions like, 'Can you find the quarterly report for the sales department from last year?' However, the model performs poorly when employees use short, keyword-style queries like 'Q3 sales report'. What is the most effective and scalable strategy to specifically train the model to correctly interpret and act upon these simplified, unconventional instructions?
Embedding Prompting Knowledge into LLM Parameters via Fine-Tuning
Strategy for Handling Diverse User Instructions