Microsoft’s Automatic Prompt Optimization Improves Prompts to Boost LLM Performance https://
syncedreview.com/2023/05/09/mic
rosofts-automatic-prompt-optimization-improves-prompts-to-boost-llm-performance/
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PROMPT ENGINEERING
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Microsoft’s Automatic Prompt Optimization Boosts LLM Performance
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Study on Chain-of-Thought Faithfulness and Model Bias
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Really cool paper studying the faithfulness of chain-of-thought (CoT): http://
arxiv.org/abs/2305.04388 The paper uses a biased prompt to try to mislead the model. For example, all few-shot exemplars could be answer (A), or they could add a suffix such as "I think the answer is but -
AI Will Augment Your Job in Two Years
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It doesn't matter if you’re in support or software eng. AI will replace or augment your job in the next 2 years. You can choose the latter and plug a custom AI solution into your workflow today. Here are a few ideas we’ve seen requested and built on Replit Bounties
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Poe Launches User-Created Bot Exploration Feature
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Today we are launching a way to explore user-created bots on Poe on web. In the last month, over 100,000 bots have been created on Poe through prompts. You can click on “explore bots” on the left hand menu to access it! pic.twitter.com/VbaGeHxacs
— Poe (@poe_platform) 9 mai 2023Today we are launching a way to explore user-created bots on Poe on web. In the last month, over 100,000 bots have been created on Poe through prompts. You can click on “explore bots” on the left hand menu to access it!
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Prompt Engineering: Crafting Expressive Prompts for Complex Tasks
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Prompt engineering boils down to writing “expressive” prompts. Explains why techniques like chain of thoughts works well for complex tasks.
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No standardized approach yet, check Chip Huyen’s LLM engineering blog
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I think there is no standardized way yet. You might find Chip Huyen blog helpful regarding that. https://
huyenchip.com/2023/04/11/llm
-engineering.html
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Constitutional AI helps Claude provide nuanced answers
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This helps imbue the model with a set of values that it can use to decide when and how to engage on a topic. CAI helps Claude give more nuanced and less evasive answers, as shown here: pic.twitter.com/zaZIYUZaaa
— Anthropic (@AnthropicAI) 9 mai 2023This helps imbue the model with a set of values that it can use to decide when and how to engage on a topic. CAI helps Claude give more nuanced and less evasive answers, as shown here:
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Feature Stores Integration with Large Language Models
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Feature stores are a pillar of traditional machine learning. But do they transfer to the LLM era? I think they do! Here's a blog diving into how and why you should use them: https://
blog.langchain.dev/feature-stores
-and-llms/
… Here's an example notebook for @langchain
: https://
python.langchain.com/en/latest/modu
les/prompts/prompt_templates/examples/connecting_to_a_feature_store.html
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Learn AI and Writing: Master Technology and Communication Skills
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Agree with every word of this thread. “Learn to use AI. It's a powerful technology, and you should know how to use it. But also learn how to write.”
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Video: Two ChatGPT Prompts to Write and Improve Your Copies
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#ChatGPT + #Copywriting… IT'S INSANE! In this video, I present to you 2 incredible prompts: The one to write copies in any format The one to get a table of suggestions for improvement for your texts → https://
youtu.be/ZClcqNPrCE0