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AI LLM Prompting Tests - My Results on Prompt Engineering
Manage episode 377209197 series 3311112
Το περιεχόμενο παρέχεται από το Philip Mastroianni. Όλο το περιεχόμενο podcast, συμπεριλαμβανομένων των επεισοδίων, των γραφικών και των περιγραφών podcast, μεταφορτώνεται και παρέχεται απευθείας από τον Philip Mastroianni ή τον συνεργάτη της πλατφόρμας podcast. Εάν πιστεύετε ότι κάποιος χρησιμοποιεί το έργο σας που προστατεύεται από πνευματικά δικαιώματα χωρίς την άδειά σας, μπορείτε να ακολουθήσετε τη διαδικασία που περιγράφεται εδώ https://el.player.fm/legal.
I discuss my experience testing different AI systems prompting including Google Bard, OpenAI GPT-4 / GPT 3.5, Anthropic Claude 2, Llama 2, and Jasper to generate location-specific content. Most of this is based on the last 18 months of building out prompts, and now testing on models released over the last 4-6 weeks.
Google Bard
- Released major update on July 13, 2023
- Prompt strategy: Long paragraphs, numbered tasks, multiple iterations
- Couldn't produce high quality content without heavy editing
- Issues following instructions, needing reminders
OpenAI GPT-4
- Works well with conversational, transcribed prompt
- Able to follow directions and produce high quality content
- No need for shot prompting
OpenAI GPT-3.5
- Uses revised GPT-4 prompt plus follow up to enforce formatting
- Gets content production-ready after second prompt
- Quality close to GPT-4 with additional data/content provided
Anthropic Claude 2
- No API access, using text interface
- Required revising prompt structure significantly
- XML tagging of data types improves context
- Built-in prompt diagnosis/suggestions helpful
- Single prompt can produce high quality output
Meta Llama 2
- Free to use commercially if you have the hardware
- Expected behavior similar to GPT-3.5
- GPT-4 prompt worked well
- Quality closer to GPT-3.5 but better privacy
- Could refine with prompt chaining
- Issues following instructions precisely
Jasper API
- Access useful for building AI tools
- Long prompt length capability
- Appears to use GPT-4 or variant
- Zero shot performs as well as GPT-4
- Able to produce high quality content easily
Conclusion
- GPT-4 and Jasper produce quality results most easily
- Pleasantly surprised by Claude 2 quality and formatting of prompt
- Llama 2 needs refinement to reach GPT-4 level
- Curious about prompt strategies working across models
Full show notes: https://opinionatedseo.com/2023/07/ai-prompting/
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