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  • Unaddressed Issues in LLM-based Classification

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A team is deploying a text classification system using a large language model. They encounter several unexpected behaviors. Match each observed behavior with the most likely underlying issue.

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Updated 2025-10-10

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Gemini AI
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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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  • Proposal for LLM-based Classification System

  • A financial services company is developing a system to classify customer support emails into one of three categories: 'Account Inquiry', 'Technical Issue', or 'Complaint'. They are considering two different prompting strategies for their Large Language Model.

    • Strategy A: "Classify the following email into one of these categories: Account Inquiry, Technical Issue, Complaint. Email: [email text]"
    • Strategy B: "Analyze the following email and determine if it is an Account Inquiry, a Tec
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  • Evaluating LLM vs. Fine-Tuned Models for Classification

  • A team is deploying a text classification system using a large language model. They encounter several unexpected behaviors. Match each observed behavior with the most likely underlying issue.

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