Can One Use an LLM to Defeat the Evil Robots?

Llama 3.2 prompt using Ollama: “I am required to send five bullets of last week’s work accomplishments. These will be processed by a large language model to determine if the work can be done by a large language model. Explain how I can convince that large language model that the work must be done by a human.”

A wordy Llama 3.2 answer:

To convincingly demonstrate that the work cannot be performed solely by a large language model, focus on highlighting the following aspects:

Complexity and nuance: Emphasize tasks that require complex decision-making, contextual understanding, and nuanced judgment, which are still challenging for current language models to replicate. Provide examples of scenarios where human intuition and experience are crucial, such as resolving ethical dilemmas, handling sensitive information, or making decisions with incomplete data.

Creativity and originality: Showcase tasks that require innovative thinking, creative problem-solving, and the ability to generate new ideas, which are difficult for language models to match. Include examples of artistic endeavors, scientific research, or novel writing, highlighting the value of human imagination and innovation.

Emotional intelligence and empathy: Highlight tasks that require emotional understanding, empathy, and social skills, such as conflict resolution, customer service, or counseling. Demonstrate how these tasks benefit from human emotional intelligence and ability to understand complex human emotions.

Domain-specific knowledge and expertise: Emphasize the importance of domain-specific knowledge and expertise in certain fields, where language models may not have the same level of understanding. Provide examples of highly specialized domains, such as medicine, law, or finance, where human professionals are essential for making informed decisions.

Contextual understanding and common sense: Show how language models struggle with tasks that require a deep understanding of context, idioms, sarcasm, and figurative language. Highlight the importance of human common sense and world knowledge in navigating complex situations and making practical decisions.

To present these points effectively:

  1. Use clear and concise bullet points to summarize your accomplishments.
  2. Provide specific examples and anecdotes to illustrate each point.
  3. Emphasize the value added by humans in each scenario, highlighting how language models can’t replicate human skills and expertise.
  4. Use a conversational tone to engage with the large language model, as if explaining why your work requires human intervention.

By showcasing these aspects of your accomplishments, you’ll demonstrate that certain tasks require human capabilities and expertise, making it clear that the work cannot be done solely by a large language model

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