Repeated sampling from instruction-tuned models can yield low-diversity, stereotyped output. For creative tasks, k-shot prompting base models will improve creativity (measured e.g. as vocabulary size), though generally with worse adherence to the (now implicit) instructions.
PROMPT ENGINEERING
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Prompt design: using stop sequences to constrain model output
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Note in the final image:
– Our prompt ends with “Output:” — constraining the model’s response to contain only the output we want
– After our desired response, the base model continues to produce more input/output pairs (only one shown) — avoiding this requires a stop sequence. -
LLM prompting failure fixed with k-shot examples using Claude
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In these screenshots our (illustrative, toy) task is to write a one-line description of a cleaning product. A base LLM will not respect instructions to this effect. The task must be communicated by repeating k-shot examples, which we generate using Claude.
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Iterative AI workflow for diverse story generation
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Say you want kids’ stories meeting some criteria (length, topic). You ask GPT/Claude — stories are good, but low diversity and you need 10K. So: 1. Generate k examples from IF model
2. k-shot base model to get k+1
3. Validate k+1 for criteria via IF model -
Model-as-tool: IF model using base model to enable creative prompting
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Generically, an IF model could access a base model as a tool — with enough training to translate requests to pre-instruct prompts — it could maybe learn to be creative while also staying sane.
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Aligned LLMs could automate prompting for base models
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I feel like we’re overdue for a revival here. Base models are still tedious to prompt, but now we have exactly the right tools for automating that work — aligned LLMs.
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Jumpstart your online business with ChatGPT prompts
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Ready to build your online business? Jumpstart your journey with these ChatGPT business prompts: https://
godofprompt.ai/blog/chatgpt-p
rompts-for-small-businesses
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Prompt for Cover Letter Highlighting Remote Work Skills
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Cover letter writing:
— God of Prompt (@godofprompt) 24 août 2024
Prompt:
"I'm applying for the [Job Title] position at [Company Name]. Can you help me draft a compelling cover letter that highlights my skills in [Your Skills] and my experience working remotely?" pic.twitter.com/17ugFmJU6QCover letter writing: Prompt: "I'm applying for the [Job Title] position at [Company Name]. Can you help me draft a compelling cover letter that highlights my skills in [Your Skills] and my experience working remotely?"
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Copy and paste ChatGPT prompts to land a job in 30 days
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Copy and paste these ChatGPT-4o prompts to land a job in next 30 days:
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Questioning model language understanding versus ‘4o’
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What kinds of language understanding is it struggling with? Also, this is relative to 4o?